{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contrast Stretching of Black and White Image:\n",
    "Contrast of a Black and White Image is fairly straight forward. In Min-Max Contrast Stretching, the lower and upper values of the input image are made to span the full dynamic range. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importing the libraries\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "import matplotlib.image as mpimg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Reading the original image, here 0 implies that image is read as grayscale\n",
    "image = cv2.imread('lc.jpeg', 0)\n",
    "\n",
    "#Generating the histogram of the original image\n",
    "hist,bins = np.histogram(image.flatten(),256,[0,256])\n",
    "\n",
    "#Generating the cumulative distribution function of the original image\n",
    "cdf = hist.cumsum()\n",
    "cdf_normalized = cdf * hist.max()/ cdf.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create zeros array to store the stretched image\n",
    "image_cs = np.zeros((image.shape[0],image.shape[1]),dtype = 'uint8')\n",
    " \n",
    "\n",
    "# Loop over the image and apply Min-Max Contrasting\n",
    "min = np.min(image)\n",
    "max = np.max(image)\n",
    "\n",
    "for i in range(image.shape[0]):\n",
    "    for j in range(image.shape[1]):\n",
    "        image_cs[i,j] = 255*(image[i,j]-min)/(max-min)\n",
    "        \n",
    "#Generating the histogram of the image after applying Min-Max Contrast Stretchong\n",
    "hist_cs,bins_cs = np.histogram(image_cs.flatten(),256,[0,256])\n",
    "\n",
    "#Generating the cumulative distribution function of the original image\n",
    "cdf_cs = hist_cs.cumsum()\n",
    "cdf_cs_normalized = cdf_cs * hist_cs.max()/ cdf_cs.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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no/F4bEoqmUyawUVB9Xo9TSZhyiCZTKrf75thQOi5X+4hHo/b985mM9uA4/FYOzs72tnZMQPEGj6NEQTBjypsnaBr164F3/qt32qK9vT0VIPBQMlkUjs7O4rH40qlUqrVaopEImZMh8OhGchIJKJer6dUKqVEImFys1wu1Wq1tFgslEqlVKlUlE6nbf2bzaaGw6GKxaL29/eVTCZtbpvNpnq9noIg0IsvvqjFYqFer6d6va7ZbKZut2tOTq1WMwcEuc5kMqrValoulybXKOdMJqNUKqXlMixQTqfTZqjn87lms5ABzXsWi4WtHc4ca47hx6mYzWa2pyaTiUajkWazme2rRCKhTqdj+2W5XGo+n9t8p1Ipcyqn06na7bYikYjddzKZ1Hw+VzqdVjQa1XA4VKUS1ms2m031+33FYjFls1ml02kVi0VzPpxzajQa9r3tdlvtdlv5fF61Wk2xWEyr1cqcVeYmkUhoNptpPB4rm80qGo1qPB5rNpsplUopnU5rMpno7t27ikaj+pEf+ZFLVSE/N8ofJY41lWTeBkoPIdjZ2TElgJedyWTUaDRsYrPZrF2PzdHv95XP502ZrtdrMxaVSkWJRMJ+518+n1c2mzXlyPXn87kJ7WKx0Hw+N68By79cLs37RSERuQwGA02nU1PuGI1kMqlUKqVkMmmCLskUHddFsXI/xWJRi8VC0+nUPCaEDQM6Ho9tw/B8o9HIPD4UFNfhPp1zNuej0cg2dSqVUqfT2fIGMUjMUS6Xs4gGAyjJDDp/Q2mPRiOVy2XzPlmn8XisIAiUz+dVqVQssmBNuGfmslwuv33C+5ixXq/V7/fNa5RkCgn5IYJKpVK2pnj4+Xxex8fHmkwmWq/X5kUTXWUyGbXbbVUqFVOmq9VKvV5PkUhEBwcHZlz96KNarapUKll0yPWn06kpv9lsZhEl37larWyd0um0ptOpGfcgCNRutzUajRSPx03hzmYzZbNZZbNZrddrTSYTi2yRB4xANBrVarXSeDzWcrk0YzQej80wxuNxM4w7OzsaDAYaDAbq9Xr2jP1+32TYdxhw5FD66XTa5guDk8vl1O/3bc/F43GTN/ZAqVTS7m7YXYH7xgkFLYhGo4rFYppOpxoMBtrd3VU8HrfnXa1W6vf7Wq/XqlQqOjg40HQ61XA4tDXhnpnL/f39S8vec6P8JZnQE6aitPD4UX7D4dA2TKVSMW9yd3dXjUZjC6KYTqdbcMXOzo4t0mQyMQ8xmUyaAVosFloulwYNET3gqbKxEFTnnNLptG3u8XisQqFgChhvmXuPxWIm0P4mYaNIsvtFsSKceCg8A9fF42dD8vtsNrP5QZAzmYw963q9VrfbNaObyWTseVH8sVjM1iKVStlGwMOJRCIqFAqmMJjD3d1dZbNZiyhQbLFYzDwsvDw+Q1STSqVMAZ6dnWkymRgcGIlELBLE2+NZgyBQOp02A/UsjPF4bM+fSqUsUsFLl2TGK51OazQa6eDgwLzJGzdu6Pj42GQxGo1qNBopGo3aPkmlUgqCQMlkUsPhUMlk0tZzMBhYBDWfzw2+REmxzo1Gw+SOdUVhS1K/31etVlMymbQIFOXZ7XbNwej3+9rZ2bEIIJPJmMMRiUTMYQqCQL1ez5ygQqGgIAjsMzhVGMFoNGoQrg+vSjLYcDgcGqzYaDTM6BaLRTNiOCzI0M7OjnK5nEGc8/ncYJd6va5cLqfxeGwOzY0bNyzyJ5oajUZKJBLKZDJbkQXzjmOUy+UMkbh7966Gw6E5pKxJJpNRr9czR5G9ms/nzVG7zHhulD8eI6HwarWyEEiSKQew9nw+r3w+b4qDhczn8xoMBnYdSQZ/FItFw+5Wq5Xy+byKxaJZV5QjC084i7Jjwy0WC7XbbVWr1S1vn4hid3fXFBReSSqVsmdZrVZmdDBU8/ncfsbLRmmQmwBvnE6nJrzz+dyEg/vAY0ulUhZ1AMMwX6lUaguznEwmms/nqlarKhQKajabajabikajtuG5j+VyqWw2q3g8rm63q2w2a9+zXC41mUxUKpW0Xq91enpqUBuKfbVa2abBQDIfxWLRlDpzD8whhUaQTQ9ujjFEgaI0n4UBjEE0t1wuVSqVtnB1jFapVFK5XFalUrE1jcfjSqfTqlQqarfbtqZERUAKyPVisVClUlGtVtNkMlGv1zOlgnFFDokC+/2+KdbT01MzPMh2KpXSYrHQzZs37VrtdtvWnmiEyJX7iEajBhX5hgLYi2gY6HE4HJq3PJvNDJbkPiaTicGzODncO4qWXBA5geFwqMlkosPDQ1WrVd2/f1/3799XNBrVtWvXTFkjv6VSSTs7Ozo9PVWxWFQymTRHZzgcand3V6vVSm+88YYZKaJWclHol3g8rlKpJEmq1+uWdwuCwHJ46KhGo2HQF/sMB3KxWFg09SRy/dwo/9VqpVKpZB4L8A6WmIVlYhEgNjrWNp/PbyV9nHPKZrOKRCKmiMHBu92ueTd4mqNR2OAPTx6F5S9GOp22a2MwgDEIiYkyYrGY8vm8+v2+hsOh4vG4eQ3+5s/lcrawePJsiHQ6bQbOOafJZGLej3Nuy4NmQ4EtEiVxbyhh4LRoNKpUKqVisWjRDjDatWvXzBjxP0YCISVfgEdG0qzdbttz+Alwoji8X8JlnpO8SbfbVTQaNZwWmQDPRjH6uY58Pq/lcmkK91kYQRBod3fXDBQwSa/XM6Wfz+dNYXU6na0IhwR2uVw244+hz+VyNtftdluFQljtjwdfKpWUy+U0n8/V6/UkhZAGRpM9Vq1WtV6vzfP218p3onq9nkUsiUTCDFKn01EikdDu7q5BOlIY8ZTL5a3oBrir0+kon88blJVIJDQcDs1wELWD6U8mE4tyR6OROp2O7VkiJvYH8pnL5VSv1y3aIUJ95ZVXTO4xbsPh0BwHSBIQPZiPWCymk5MTewYiKOecOVM4ejgr3W5XuVxOtVpNiURCjUbDSC0QRnDmOp2O5cjq9brdS6VSMVkBfbjMeG6UP4qfhZZCTLlQKOiNN96wJCvKH4+CSfcZKJIsEYuXREILBgI4n3POvAOSr2wOBMlPWCLceCPNZnNLec7ncwt7/SQq2C6YoSRdu3bNvC9Jdl2MAjjoZDJRsRgeKcw9YZzG47Hy+bwmk4lOTk4MG69Wq0okEpboxfNnriaTiYWQ4/HYjCleGvcyHo8/RVEjrL5B9jc9EQgbJggCg7RgEvGM6XR6KxENjIagJxIJg3DAm/FiMbgYoeVyqVwuZ3P/LIxYLKZSqWS4rxQSCWq1mj7+8Y+rXC6rXq+bMSbZj8OSSCSUz+cNAuj3++p2u+YQzGYzNZtNk7XFYqFmsynnnLrdrkXBuVzOnBiiQxKWsVjMcj94/A8ePLCkLnh5q9Wy9bqYn1oul2ZgXnnlFcPgiVD8SAcjMBgMVK/XJckcOGCmfr9vebjbt2+bwT88PFQymVS73d7y/JmrwWBg2H2/31er1VImk9mS61gspn6/bzJP5OLLZqFQMN1AfsL/Hth66XTa9o8U5hfK5bLy+bzlCHAgiXRxANh/5AYTiYTJN0lgHCs/p3Np2fudCu/bNTKZjMbjse7du6dIJKJ6vW4Z/XQ6rVKppG63q8Viob29PfMeu92uMpmMMXFms5lN4nQ6NcYQ1hlcdDab6fDwUIPBwOihJL1IDvtMA8JRQlRwVp8dBLY/nU5tk+GxkqMA5gDT9L10Seb5wP7x6YBsHuAb7imRSBjjp9/vW5iIJ4NQA//wOkYNL4t77vf7kkL2EuF5KpWSJLs3vFfw4MlkYsrFOWfMCX/T+Ebz7OxMkUjEoD48YyKIUqlkYT5zysYjsiLcxzBJ2jLqz8LgHl999VXFYjFdu3ZNtVpNg8FA+Xxeu7u7Ojs703w+182bN23+z87OVCgUdHh4aFAaUMdwODTF5ePy5HJeeukldTodSwiTnM1ms2q32xapgpH7bLJkMqlsNmuKHfiT6yCT0+lU4/HYchjsiUKhYDAXSg3DPpvNlM/nzWNHrpEhXw7JZxUKBdXrdbVaLVP24P3kKqbTqXq9nhaLhemDQqGgSCRijgvsG0mqVqvKZDKaTqfK5XK2R3O5nNLptJrNpt0Txpi8UrFYVCaTsYgFxY7RhJFDAh+0YDweK5PJqF6vazgcajgc2pxCLSeygn4O44jEPBHdZcdzo/zBcgnT/MUtFosaDAbmjY9GI3s/zB4/OYugTadT++cLNGEskIJPq8NSQ7FKpVImwEQcfJcfKXS7XQvZcrmcwTDg4T4Vjuij3+9vYcLgrn6yk9APlgLKFeGUzj1ijAr5ksVioUajoVKpZN+LYsdjQXFUq9WtxJJvSIHDUPyJRELtdtvorygASUZRY8PhPeXzeRUKBUucHRwcbLEyEGqYFAyYFiTHE4mE0eZ8T44EN+99Vtg+1Glcv37d5hOmSb1eV6fTMbnu9XpqNpuW3ymVSlbvAoyA0h2NRhqPx6aMkDNJVucBtRIZxVDk83lTPCRHmV9IF0QKZ2dnljPDIE+nU5VKJXOmIAQQ+bZaLSNIkBOYTCYWlWHEJ5OJOp3OFlUbjJv7whgUCgW7h9lspuPjY+3u7poOaLValg8cDAYqlUparVY6OjqyJHClUjFDCskC+A2jdHp6avJJhOacM6ND/oMEOfmVfr+v1WqlF198UZFIRK1WyxwwKdRvsIOA1DBm3MvR0ZHNA8aUhDfMn4ODgzcXtDcZz43yx7tDEFCKeLt4wCRJarWwxgHLiIJFSVcqFVWrVR0fHxsuDRbnM0UQfHILqVTK3heNRrVcLpXP503BJBIJo83xGZK1JKd83BSOPx4/wgc2TbhP/UCpVLLFxytjozNg8MA24l4Z3PfOzo5xv3luGCL9fl/7+/tbm44krc+6QlljGMlpwLXGYGE08ejYuODxYKdQCTEqGDEiHu7ThwyAPrLZrFFNgXWozSAaQsFh4J/2IBlIxIlSJJJjvgqFgikA8ia7u7umYJnTvb09HR4e6rXXXjNWml+fAo69WCzU7/eNTZPL5ZTL5bagMmAVak5arZbVFKBsfNqwL9fVatXWARgOLxlZANuvVCra29uzvxG19Ho9Y86xttwfUSSGEeeJyPzg4MCeB6ZMKpVSq9XSCy+8YPOwXC4tSTuZTAwSpA4Gei3Rw3K5VLVaNYiXPY1+Qf5xygaDgbGvgHP4Dva3D+UQVRBlVSoVlUoli1yQa5LNQK/ouSepX3lulD84PwoFXJnkD94DypjEY6VS0Xg8NgVMCIYXXKlUDBMl9IpGo+r1ehoOh6pWqzo4OFCpVDJlS3UvQjwcDi2MZCHZjGCtQRAYds9mTSQSZpj8Ihk2EB5JuVw2OMTHDvGgSez6MIq/KdjckiyS4T5JiE4mE6O++fUTJH3ZwOQCfCPAJsvlcgY5YDwl2SZjnfzcRavV0t7ens2pT7OFtooxYG1RMnhqw+FwyyD7bCWUUiwWs/tkTZ6FwWYmWsF44c0jX7FYTJVKxfJPBwcH6vf7JvMoQ+iE+/v7un//vpbLpUFIsVhMjUZD3W5Xh4eHeumll7S/v69Op6OdnR0rWmR9ut2uqtWqORu+gSfKhY4pyWCaVCqlvb09U5w8E84I3vz+/r49Y6sVnmqKQ5FOpw2vB0YhggBqouYDjx6cf2dnZ2s+j4+Pt+T6YoEkSXOeCygIBUviGjYVjhTGirnx+fwPHz7UzZs3lclkjKsPzRbaqo/tVyoVk+ujoyPN53N1Op0tgxwEgeV6cIzi8bgqlYpF0kQSlxnPjfJnoWGU+JxWMvGJRMJC2Ol0qnK5bOEpGXoUBYp0Op1uFUuB9VHw1Ov1DAOFUYFAIjB8N1AUyVOUOJ+5qGhRkoeHh4abInzAVYSCLPR8PrcNAm+aRDF/AxdE+cMdRgmD6QNr+cwNNihJPJQt4fxgMDA2k19hSj4Dii2KXAqhGWAmEpOLxcJ43igYmCbAA3iQkmxT4fVxD8BvRD9g+c1m09gbksyzJtH5rPD8obWmUimNRiNjbkgyB8RvxzEajbS3t6dyuWw0XrBsqM/tdtsS8TxnoVAwLJnqXkgGe3t7FiHm83nz7IExYrGYWq2W5blYbxRyvV5XPB7XYDDQ8fGxMW1efvllRaNRFQoFgzGhsmaC3cgAACAASURBVN64ccOeH4gDj3tnZ8fgDqrvmSPYYDhFeL8kiXu9njFlfHgWuYFUUKlUtF6vrXULilaSFX36FcnlclnVatWgWEkmT0Bnkswhy+VyOjw83MLkieqdczo8DI8ixlHEuSLHAPzW6/UM3pak4+NjxWIx1Wo1M7a0PCE3dNnx3Ch/PG6oXZLM2ycJCN+Z16LRqGGSfgKQ8JDFZ4NALcP7BucjisDj8AtIer2eTk9P9eDBA0vIEbJD0STMY/Gj0ahtZrxpDAyKGOUI1AS8QTiJocOzACZKJpPGriCxKmmrmA34hqiA9hNgwswFzyudK1+MCIVYPKMfkpKTIEIA1spkMrZGfvWiJGNTQIXDMwJSInTH8yWUxvtfLpdbUSEJOp9TDpRE3uhZGBj9Xq+31TPJdyJyuZz29/dNNmKxmO7evWuV7eRcqIgmx0TE6UMwGNRsNmtzCbd/MBhYLqnZbOrOnTv65Cc/qfe9732GnWOYy+WyMXvm87lx8Kkkh63D2rE/Z7OZETVwzCgKI0IvFAoqFApqtVpbhXmQIIBLiY6Rx93d3a19DcwHGUGSKpWKwWbSufLFiBA5YSBwGiVZ3gS5RL7JVx0eHlqND3shCAINBgN1Oh1jR+Hc+RAyzCtozIeHhwYZ04eMKmagXyJv5u/atWtPRGF+bpR/EAQ6Ozsz7JJQkiQUSS2YBXg+KFQEFOoZ78PbYTHYeCgdSVYgQ66BBGqxWDTGC0KM8pFkG4ZNwwZkQ6NAeT5wQbB9BBRWBoqaghiSfGCZvocD1RFclu/1w2eECwqkvxHY5Gwgwv1UKqV2u23wGfRawmoME9EV0ABeysVkfSaTMaYCCWMMeCwWs2Q9SfrBYGBRC8ll4A42BMV8KERkBgOGEnwWRhAEunv3rsklldoow0KhoFKpZKwzKIg873Q6Na+fal3WnkgVpQVP3CcF+Hg1RXDVatUYL8gexpboy4/QkC+8XCI96bx9BT1wSMJKMoryeDxWu922vcjrmUxGDx48sMiV+4N558Okfj0AJI7FYrGV78MR4LM4gRRUnZ6e2tyRyAX+JAoiugKSRa5JPHc6HUlhpLVYLHTv3j3b0yRjgXsxtDw/0U4+nzejyT7i+yuViqERREI+zPyOLPIi1CeJRVKTMA4lh9dMmHhycmK8WpQh+DMc3Ww2awJGQzASbwgIigMB7Pf76vf7BkX5lK5qtWpe8507dywhg2XneiRCsdz9ft+KUvBcUaaE/M1m0zwpYI5MJqObN28afxuvFujG915QjGC8KENopzw7Hj9eUiaTUT4fnicdjUbVarUsF4BHyjVInrEGeCNsUBQykUQ0GlW9XrfvxOBgGPhsJBLR7u6ubWDgLu6b76ZugUQlz0GSjXzFszDwajG01JPQBoHnwGuGknn79m3t7+8b3ovXDJy5Wq1ULBYNt0YG8YpxTMCSKZhqtVpqNBra3983KiEG4ODgwOThN37jN0xe2+22Rbd+IhQGXavVsiItqruRj/l8rm63q/v375uigzBRKBT0vve9T8fHx8ZowQnAuQP6BT6kpgZl6Ms1Boq9Sd4P5lc8HteDBw/MIEL/Zt6ApTC05CHX6/N2M0BVQKjXr183uUZn+Z0H0AU3btww54ZI39+PEDyQCepngDFxMn3ix1uN50b5r1Zhx0PwMbwGFCj9SkiUIfy3bt1St9s1aAXBwLJ2Op1P4ZlLMgEGY8d7IFnD52AjrNfn1Zd4XFKYlQdm8RPO/uJKMsqqdN7UiQpj/3MwN4C/gHWWy6UVxJCYwyCy+YGr/GIUGAo+zg8O7XOtSSRTNe0zpMB7MWxATBhQPHquxz2Se/BrJGA1YJgkWQuCcrlsdFOSgHh43A+UQowiOYpcLmc8adbiWRhBEOiNN94wmRwMBtZ6Yb1eGy8d+V0sFqrX6/q8z/s8nZ2dGTOmXq9rvV4b/fjk5MSgTpKbksww+EWQGOFqtarT01PFYjFr3UGUm8/ntb+/v5Wg3tvbs4jWL66TtMVWg3mH40YVq1/kSBEnexVHYz6f6/r165JkCWQMIglqjBBQLM9EYSGFobRX8CN49jR/5x5xBqlOBk2AKec7aDiGGAsKOXGOVquVms2mZrOZ6QLnnDlQe3t7FknQYsZ3aIF8fciLHEWpVFKj0bB84ZPI9XOj/H3PjUSjX1RF9h9hL5fLxqGWZBQqWjUw8DxRVISEKBmExqdC+slcPFM8eUmm+Hz4h0XDs6GVA1RLvpPIgo2BQcID8Zkr5XLZ2s6yifBiMBgII8kpGAo+Ju97wXw/MJivpBEwcHM+L8mSTmwQBtAWURf3hfGhspcWFCSBJdl9sPYnJydWfEZY3e/3t/ogdbvdreZ8sJDwWMnfPCvKHxnyYTWUDUw2wvzpdKr9/X3zGoMg0P3797Veh43JSFgC3WGkSfSS3MRZQg74R4ITGSFXArMOuYa1BmxBwr7Vatn5CQcHBwa90YUSTx2oMRqNGvzps9/29vY0Ho91cnJiMM/BwYFF3jgHyItf74I8oayBQaiFgTJNRNrr9bZgluvXr2/JB7AmyW7WDGiLqAuoFQeJ2haeu1AoGBQG5MzaU6GcSqVUr9c1nU7VarXMiFFPQdU25IxyuWz7CPLKO7LC119oP2GDkGPJgVxQWj5fut1um4eCEWCjgWf6Xf+kc0olAgau7lOqiAzwOsGzuUc4zggY94wg37171xgGVMdSoYsHiNdO+2MinJOTE6VSKfMoYGlIMmGDSQJL4uzszF6n0hJIBiopn2GDI+TALSgM8hl49Rg6qKcYUw5QgYvO3PA+uiYS1cG5xjDQrsLHmqF+AsNhIKl2xdOiyrPT6ahUKlke4VkYJAyBI6g/8FuRLBYL4/f7XVOlMIJ6+PChOQE8HxRCqqyhV5IE9mUqHo8b1s4+kM6NCBXxdHdlv/E3ZJYaGyCsV1991QoZMUysMXk1jPfu7q45W4lEQq+//rqy2awxkei7Jcki5Gw2a9Xa6/Vad+/elRS2giE5DCRD9a4fAZI740wOnhXoBocK/YHuSafTZkw7nY5Vzd+6dWvLQGQyGes/trOzY5+h/z4RDoYf2V8sFqpWqwbDYSCh7E4mE3EA0Gg00snJiXZ3d+3sgMuOZ2MHXGKQdPETeCgAlALl7HhFsdh5cyoYDWBjcMwp6Op2u1tCjXdfKBSsEIa/ocRReIR5flGI71njFYCFg+HD+yXB5yt9cD+8YPq/kIzFAMFnBgskUUxkBKzE74TC9+/fl3NOL7zwgkFJVA9zDygjvzoTpQzziDn2q47Jz8CYgo+eSoX9/ZvNptFewZ39cF06L+pi/Zg/rkGVLkqfHv6wQPx2yEAM9Xrd5v5Z4fkjh6y/H23i/ZNk9GEKahl8aAG5fvDggSULz87OTE5JckajUVWrVTWbTY1GI5NrICO/7qTValmhGIqUyJTcG4VZcM3T6bQ6nY61MKAK3q8MBtbb3d01Xj9OxHg81rVr16zoiV73sVjM5AznAQcOPPwTn/iEJOkDH/iAQUnj8dicC2QNSjRQp08G4TUqkH06KYyySqWiVqtl8MvJyYmOj4+t4RpQDdGNL9dE+UT8RCMnJyfq9/va29tTq9VSNpu1Hv5AZ7DwMMLL5VLXr183Y/+OZfsg0M45a3iG8kfpnJ6eWqEHSV6YLMlkUo1GY4slwglekowbjMKkj/be3p4+9rGPbRkVPHvYN5IMr0TYCdvpnkiSRjov7iGk5m8oWf6OsePa0vnJR/w8GAzMeAFXFQoFMxBsSBgy/gbHcKAgyD0ANwEXdTodnZycmFdFx0E/t4DhRbmCseLFAlch8CTvgHUkmeEh2Uu7CXBWYAHgM7//Ch4lyXHogUR8+/v7FnI/Kzx/lDiw2XA4NMYPcr1YLHTnzh2NRiNLbPo4eTqd1vHxsXK5nHmvnBjlnLMiQRQmLTdu3bqlX/zFX7R1hEFEgRfvPzs703A4NPgMJVqv11Uul83gSudYPxCsdN5ehKSyJNvLKPcgCCwCksK912631Wg0FI/HLSKH9kg7EfrtUOHt06KpZUDx0oSO3JlzTqenp7p9+7b29vaMWYUhJa8G3Ao0iREgmc5aENmSnCZfB5Qaj8cNrmy1WlvJ693dXYscWq2WnbAGzEMvJg6cKhQKevjwoWazmW7dumV07ydxap4b5f+ud73LePL02yDEQniBb8gF+MVSKET44/1+3zjHKFk8Wzj0sGZ2dnZ069Yt87gJ56BsonDB2AkVpbBJFMq00+lY6EiIR2SAZ0coTGTgs0B4fsJrYB424Xg8VqfT2ep9wvxcpFwywIBh1/j4PMktEqz0cfc7DhI5wfSQzrsy+veJcsCzgxdOxSLe42q1sr4yJN4ajYZFANBvfeXuF9MRfRDGU71NXQWwxLOC+afTab373e/WcDjU2dmZ0ZOl83NZl8ulYenIx2q1MqivVqttwQSTycSOfSRXACECmIzvfv/732+RZ6FQsGiiXC6bUib6IDKRpIODA+3u7prDxRrghSNzPjmg1WqZXMBCg5pKPgJZGg6Hun79uvb39zUYDAz/B46RZLg+cs2awoDxqdzsWb9HETrhxRdfNH4/ez4ejxt0RPRLP7BCoWBrgXNEsr7T6ZiSJw8INZqiLXKSnMDGMa1BEFZL53I5c95wamEPQQCgLU2hULCc3pMWLz43yh9FQpiKwk0kEtrf31ez2bTEJzhmMpm0Umm/zw44v89iefjwoeFzCBOJIbxwYAqUGx6EJIMx6J65XC7Nuh8fH1uCCq/Eb74FX/vFF1+0JBJnuQLXkGhdLBY6PT2Vc864wo1GwyIisO5Go2FGEc63dH4aGlWXMA7wSGhhAZSA8GEcMFI+jObz7Ml/AHkRrcC6IHmMF9VoNMx7g6pLgpBrQUul8ZtPL8WQT6dTS55jaOkJj8IHsyZ/8yyMaDSqw8NDY3Yhf9FoVC+88ILu379vHh4J8kwmo5dfftkcIfIqtNxGCUajUd2+fVupVMqw/yAILBIlD4R8odzi8bjlSmq1mvH38ZwfPnyoSCSi1157TcVi0XDqZDJpUajf0+bzP//zVSwWlU6ndefOHbXbbWN/+YVqd+7ckXPhiXuJREL37t0z5wDc2+/FtbOzY8VvnJRF0d+DBw+MUEGrBJ/AgLOH7AOhXGyd4O8/IFES5n7dAMljIJ27d+8axRw4tdfrmbOFwi8Wi1Y5DC2ZfFuz2dRkMtHe3p7BZScnJzo9PTWK+XQ6NYo3937Z8WzsgEsMPHop9DYPDw+ttTKJKfizQAngk41GwzwW2Axg2j5LBwEmGQulEm4yyaJWq2XKnvuaTCa22AhztVo1azwYDFQul9XtdtXv9y0BhUcHlo/H+sILLxgrCCWLAsBDIVmK8Ps9dYgqIpGI9TfCO04kEkZR8wu42IwwYkgyoTSgbGKg/IMsSCYD/0j6lJOW/CP5SLIlEgnD4jHssVhM5XLZNiEeFuvK4RfNZlNBENgcFwoFO6mNJCRYLZTE3d1dW4dnYWCopBAKwQFAPug/hVJxLjxPmp41PhQJZZbIEkMCWQLvNZ1OW+uIer1u/a0ePnyoWq1mcChwy97eniqVilWPRyIRayXQ6XS0t7ens7MztVotnZycSAqhIpLAJJ7T6bQ+8IEPGFaOUoXzT1SOowG0h7EAZsX5oL8RsCHEBzxmog8UPowYyB/kUKCyctQoe06SyTWkD0lWLMecNxoNc0pgPKVSKcPi/dPS9vf3LbohyoUhVy6XdXR0pOPjY0myiJcmlCR//bWkePXmzZva39/X6enppWXvuVH+hKuf/OQnLeEryfq87+yEJw6Nx2OdnZ0ZlkbDKDwM6byTot9+laTTdDq1/jQIYq1WM2++Wq2aAKH4aFGL54Q3z/0R0lHggQcMPATLh8hgvQ5bIcCjxmMAO61UKpZ4hhoJpEHii0IwFKgkS/hJ5zgs4aKPw2McLzKp4EuTcGPj8DPRgv83ErVUXQKzAd2Vy2XbCBQsEWazqTFInGglaavnCc23SIYRSQB34AjA+2+32xaRPO2BAvnVX/1VowhK2jqv9ujoSL1eT/fu3bMWGA8ePJCkLRovOZ5sNmvwBRgxrTAwHNFoVEdHR0bZPTg4MNiF9b9//74pZ74XmS8UCpZricVi5mBQWAfcSp8n5KBQKOjGjRs6PDxUo9EwiHM6nerg4EDRaNRObOM5yHnhvUvnJ+lJMiIIckrF7tnZmcGHOHrxeNxyfsjnZDKxOpWLyXEcH5wHIGWcGOAqKoIbjYY9C3J9cHBg34l3v1qtrL8XVFlJ1ngPttBLL71kLSmQ8dFoZO/BaLZaLT18+NAYUZeSvc+MCH/2BwuM1+YXcaCoWHz/ZB7+juIiqemXoJ+cnBifGazu7OzMhNJfHLi59FznvFA2KhWWeN3T6dSSrSjNXC6nl156SdlsVp/4xCeMnocld86Zd03zNSIGsEgOgYAGh8ddrVZVLpeNacBzFAoFVavVLYXMHK1WK9uEsCmYV8JcSRZxECn47CiwZeAYorTVamV9a3Z3d83w5fN561ESiUSMilitVo0WCLd/MplYG13/XABCdjw7DIqkrY6J1FTgST5LFb7g0nt7ewbV0W+KxDfKB6gOZk4QBJY/YSSTSeOmv/766xYBwAq7e/eu5vPwTAMaj0nnJ8CxF4iiUOLRaNgwDrmmky05LiAWzr3+lV/5Fe3u7loiFNkolUrWBC2bzers7EzNZtOUWLVaNYPf6XQs93R4eGidQqPRqB1YX61WdXh4aHKIkkauyTNQtMW8UvWOIfPrenCcaNhI1MyzSlKr1VKz2VS/39eNGzcMeqtWq0ZljkajOjk5URCEJ4zRgXS1WunOnTsaDoeWRyOhzbkk1WrVHJhGo2HOCvU2s9nMUINoNGoO6DuywhdIwA/zseTgaVA0C4WC3vOe92xhc6PRSLdv37awqV6vGyxQq9U0Go22vuPo6Mg8x0qlYtaVDqK1Ws2qKtfrtSXrwCf7/b6Fh/fu3dPe3p7RMEkaL5dL3bx508Jnkqs+BQysH0aBpK1iJRpo4a2hTKDZVSoVg2vASeGEc00aYuFt4+HgVcJoQNlwn76Blc7bN8AEIpKQzlsWA63RbRO6IO/1+e2E6VDY/MI+EnlsWK4BzENuhnsF9tvd3VW73bb7etoDBUX9BXg0eQ5wX+iZX/zFX2zRIBHUr//6r6tUKqlQKOj69et2pOi1a9fMaQAGeeWVVzQcDtXtdnVwcKBqtaoHDx4YDHd0dKTr169bBHr37l1TSOVyWc1mU6enp1qtVnrttdd08+ZN7e3tbdULLBYLvfe979V0OtXJyYkREGj5jYLGE+bkvWg0bIGCowZBAmcEskA2m7ViN85lBid/8OCBFUvxHChz5BroC4KDJEvEYmihMUvndTxU7vvMtqOjI8spoVcwRJA0MDBEaO12e+vsYfIfPCPtnamN8XMUfu6MqESSbty4oZOTkyeS6+dG+aPogEvIwgdBoH6/b4waSVsFXWD76XRaL730kil9enjjeUIVGw6HpmTJIxBJFAoF7e7uWljrF4X5xx2i5KBZ5nI5jcdj86Rms5l52oS2sH78iAGuN3/jumT0CfsikfNzBBA6ks94PXjKQXB+4AYsKBgj0+nUerNTRUqUAb2W7wUuwzPku/ycCQwdoAX41nRKJXyuVqvGWqCnCkYVGGC9XlsSEYFnI7OGGEVwYCJEWFNEfLVabYvx9DRHEARqt9sGlzAH63V4+lStVrP1TiaTVtCFoc7n8/qCL/gCXb9+3fBqaJrw0YvForrdrrX/SKfTqlarpjjr9bpu3bpldRbr9drYMkTCEAF88gR1FnRpnUwmajabWiwWdqKWX6lOchhKIjg+cktOBycAD53cnd8Lf7kMW0NTeQusGolEjCK5Xq91dHSk0WikRqMhSVtUaKAaIieiH+BGqJ8YC5/xA6YP/bJcLpv+oCbp8PDQWnX4h8f4zstqtbKjM2HFwQTEIJJ74zAdIkSaPaIHjo6OnojF9twofyYhGo1aYyNJxtMn4YpFBgeWztsrSDJ8n0lmw5HshOcLN95nBPEe/1AWsPZKpbJVnEN9AEpzOBzq5OTElCMhLeEkhoFNDdZJ+Ta0S5S/X9hDURiUMAreyFlQXQyFDv49eRFfcZIMBBbj2VGyfusBPDGiMJ9FhbHKZrPWnhicWDqHg1DqbDgYKLAWgGuk8+6q5DuIAKHI8aysHQwOWDLSuRPht6B42gM4MJFIWE+bVqtl6wWMsF6vt7pDMjcYdOaRXBCwBf2AyMcga+D1wGZ4vpLMGFUqFYMVYWPdunVLzjlj9ty5c8cwbSiZQKL0zSeXQAIW6qWv+HHs2EN433j2rCuODInV1eq8hTUVsDgKQCr5fN54/1BkgXopMMRhoV0CEQBRA5ElbKh2u229mHAYl8uwdxFKHRozSWjqDqBuYqT4Lgrz8OzpscSRmz57jRoP6fz4zndkhS80R5QOmx3lnclkdOPGDRNe8F2/EMTHeVFqcIaBI/BqoZYhmGwcFBsMBYxKq9UyGImTkWg+xnfxd2AM+Oy5XE7ZbNasNtARIa8PZQBh4A2S2MNLAPPl/VzTp5Lhgfj9W/x+KxRmYexI5OGVwXFmgzJnzCOeG3ARSW7grUgkYoaHimj+xuf9hDZV0EQFRE4k5Sh0w8OEEAAfGyMBXtztdm0unvZAeQNrcQg3xjmfz+u9732vRSrguyTLUXbkslBQcPmRMxwK8kEkcXGcUIaDwWCrduLBgwfm9Z6enlpBFbUTsVjM+s4AYxQKBXW7XZVKJZVKJVvTaDTs90/hIp60D83xM3ItnR8GRD8enDNgSKq5UbQUlJGHIj9FnY/P/sGQgA4g1zheyD3OD0gAhpF8xunpqbH/6PzJmvnngSCv/qE53D+H7JDfzOfz5iRS9wOU6xsJ1uH09NTymJcZz43yByIhiZLL5SwEZWGl8wPC8bChk2GxwczwkCSZQaGAietC8/I9ZhJJJE5JDEkyz4swFAqf/x337t2zpK0k458DYcEtxivjs5IM+8dz9T018EJCX+6N14GbSBYWi0XrPEiiCWElUcoG5fnwTuj5g1ByXb/5nJ9Yw2vBePpYKtfAq/efnWpneNgwN8i7zOdzq7IkUQx04fOeyfuAJ7MWz8JYr88PYn/99dctgiSZR5KeFhnkRPzkJXJNFOd7g7TiII+E04RcUzkKVOcrXqii5Egw+tSZSOcnV/3mb/6mdnZ2bB9Op1OdnZ0ZhAVxARnH4OEFE6niiPiFW/6pWuxd1hgmGIq5Xq9b7Qr37hMW0A3Uk3Cv8Xjc5hzZYj5Rrj65AVah3wQSmcKg+s4ihoX9u16vrVq53++bY0T/rN3dXaXTaUsUE4VjQOg4CtsQNh067TLjuVH+QRDo5ORER0dHevnll9VsNnVycqJCoWDceJKDtD8gYYpC95OoDAQIlgv4qyTz7vFaUaTASiR/2JR4I/zPwiNoQFN0VKSwiWQZyo/PSTIP349o/A6dPKc/T9J5pIS3TpgJRATsQZKc56HCF8XrV2n6G54Nw/vwgFAAwHPT6dSqOf3ukCSQ/UIj2Dxwnvkb0AKURBTifD43mO7o6EiTycTaBaNQYGREo1H1+307Mxh45VkYt2/f1iuvvKIv/MIv1L179/TGG2+oWq2q1+vZAUWE/Bh2H7rDKPoGH0VJ3yZYU5LMu4ehghxDNmBNB4PBVhTJe3Cm0um0FXTt7+9vQRPAJ0RrEA6Qu4uJeBQkECQwJ89DZILy9D+DnBCtSzKHhOgbxp3fZgL5Za9ReElkQP7Ib6sRj4ctRNjPtJlBKeO8ULSHw0Zu4uDgwCilZ2dneu211zSbzfSud71LR0dH5hBRPf3yyy9rOBya05hMJpXNZnV8fGwH4EDzvHXrlkHdlxnPjfInZCOErVarWwUpME8o3kFpErqhwEgkSjKFhnckaStkzOfzpqh5DcHkoBXgIASZiIMGZBgcMDooiODah4eH1qMFrxhhx5DgMUj6FM8eb0w6x8R9bx/D4hsIFAqdEvEMEV6UJZvCb/UAVEQiDogKbJnmXngyePZSWAVNZ0P/sAxe570U76Gg/WQe3hpeFoYZCifPLsn6AkFpBKYiaf8sjFgspve///1WdAfbht40KCcSlihgqoFRYMi2JPuZQjeiU4rqqtWqrY10Xv9B7gpjQidUkvrAL/TPAhIEvmRvUqy2t7dnHi/ePvcGc4V1wFkBHmFP+qyyi1EuSho5JZrtdDpqt9tG2IjFwm68zWbT8oaS7OAcoF3IEuQn2Jfz+dyM4mw208nJibFwnHOq1+tWUU5ilzOryTGS/2o2m8bmIcKF6uxHvhgWcj/ItnNOzWZTkvTiiy9axLazs6MbN24YonAp2fsMyO/bMnh4NjS4IRsaPj9etk8LxNuUznvtM6Eoy+FwuHUiEc2xJNnv0nkvb+kchmHCiSIkWYdAPAgOXoD6RiJMkmX24emiqICWuE8UuV9tKIXKnFAV74p5kWS4Pt4iQu4XgZGg9XuIgx2TSPKZVtBnCaGJcPx8QhAEpsDxHPHuCdVhJSHQfCfwDgVwqVRq68AYqI5nZ2d2Hd+Tw4ND8fuHwPT7fd27d++zJ6xPOBaL8NzXIAi2qr2RLSIklIu/ZsgBa44hQK673a61/QY3vnfvnq0x6+3XxGDAgXBgk0kyqjSVpeVyWXt7e7pz545ms5kVN8GiIQ8BSQF5pn0Hcgef3q87oKCJzwMFsv98+JPiS76TfYz3DWMPyG80GllHWNg7wJtEXMwrCt1HACi8wtHBu2f/kd+4f/++JJncLxYLO3aTXF+n07HWHOR87t27Z3ODAaKFBMxFktnrddgWvNVq6bd+67cuLXfPjfJHWeBFoBDBCPnfrz71IZWL3SOJAFAUZNFRXHhMPqZNe1haEeB50NRpPB5bmMypXnDRC4WC+v2+4Yd4ID5n2H8uWkb4BornYRP4OpXwFwAAIABJREFUXo+f7PQTw9J5iTr3TXUgEQzfQUEUnj45CzxEP/GFN85cYuRIhs9mM6MAkgTD4PhsJv8AG+iiwEsYIGht1C8QfYzHY4sgiJCImjBSHHvJBgGL9Y3n2z2cc98k6Zuk81bd/tr5648xpCuqLwfMH3MlyWBNEttUTfskA9Yaz5cTsaiXIT/Aec3D4VC1Wk2z2Uynp6fK5/PmvVYqFbXbbRUKBYMz+Dz71VfEMGnYez6chAEgEgE+wmi9mVyTa+p2uzo7O7O5g9GD4ep2u+aB04KCuYtEIlvHXPoFin4dDVDPwcGBlsulVR0TjbJWOKDAocVi0SBPf/2gk2KMyIuxFkQlPLd/TsX9+/fNYFSrVasJeBK5fm6Uv1+RivVH4TOxKCmqH/FQEaCLkQBl6VLYiwRP3Id0iBAogKG/P0Vh0DDxmjqdjn1mf3/fPDeMA/Qsn5aJMOCVEJlw6APvwQNgHnwjh/FgThAc8GEUNp4XG3WxWFjkAjTAe/HuUaSSTDHjabK5CWFhPEHx9KmVKH48cSACn17oK27waiKik5MTDQYDqwkAPgCCwptFucE+ITopl8vWAO9pjiAIflTSj0rStWvXAowtjgT1C2DJUJP9OhHkHYfnYjKQk6/u3btncu23HUa2u92uXn75ZdVqNTUaDfV6PfX7fbsPEo2np6f2uRdeeMHqaigi44znxWKxRZvE8SKaWC6XW3AqTD2/4hblSydaKKEYQfJIyBXJY4xEIhGeTUGLDBwe3utcWBwHewi5lGRGl73KXoH9BsWTBCtsN/YjEZLfARVWFfsXksJqFVbW0+yOmoDVamWJZJ+iDHwHAYXWMXt7e9YA70nGc6P8SSD6mf/pdKrBYKBcLmcKkcIhQuJIJGxs1ul0LPkDzk0Iu1qtVKvVrHLRFzCUHoJeq9VUKBSsmIXeOhRt4TmhaJLJpLXTRdnjHdEczedr0w4CRe3DICTngGuIVGBNYDz8ZLcfcvtwlx9FUYTC/fi0QhLQeMuwbvw+6TAoED5CfqIROOd8p2+IeR7+7hsvogXWCFgKBwBPDaXv5258+GC9XlsxHqG9TyV82oNDQ4hSx+Ox2u22HUXKc9KTB/767u6ueeLIZzQatWrf5XKpo6MjvfHGG6aUaVSIw7RchkcEXrt2TdVqVffv3zeKaTabVavVsggql8tpf3/fqNOc4uXXmNDygaIwZAKuPYqawjGiTZ/t5SdciQyAFIn6+Ec07yelV6uVdej1e/wDR5GsRskCGbJ3uRfWxXdcut2uGRpgKR9KxlnxmYE4d+xfoik66SYSia3W5v7eYO/S04h75drAhRfl+zLjuVH+cM9J/IEb441IsuSQJOMp00oWLwMlhSDgSYEV4mFc9MZIerEwPleaQhmU+/Xr1y3JCj+dTeB75GwOlCreHF68z9umT78kE0i/HQOeFd4zwubnDiR9SjEYih72hV8QhyCj+Ol7QqRA90OMXiaTseQ73wvU4tcd4G3xWXInPC9URt7v026JtEioYQh8I4KB4Nm4f9gf3MOzMEjyAgOShCdi85Ockuw5arWa1U/QyIy5QL4538G5sAIUxY9hpMYCqilzd5EIQKT67ne/2yimOCnINd42Xj6esF+xjRcPFEONgN/3h70ErEkUgfcMROLLmCSjfrPXmS8iRL9YEK8cmJLzc6lk73Q6FkE1m00rEOOepPBAHKAdlLRfMMkeQ9/wLOgS9gxzA1GEimLmCD21Wq2s9ocIicgjEomYsX+ShoXPjfInYcLkkkxFqTDwEFEotIBFYMAI6RmOkgc2IJwEUyXsotCFyd3Z2VGxWLR2CITneM8Xk28wbPCCfe8XD0SS4d4Xq3iJaCSZQiYU5fM8n4+/YyzBSlOp1FbjO3rHYPh4diAf6RwbpRcQikk6h39QtmwG1sxn+1QqFeuhguFDMWPkuG86Rvrccww6CUo2DmtEcs6nCCIfkUjE1sqvjHzaA6OKMQcvx0v0DRgyjdeNAkHhZ7NZ3bx502TQT+D75y9TLASUhJcsyfYGCXjnnGHQRLDIJwqb9irg1hAxgCdwwsjX+FW8GCnpnB9PIdZyudzatzhpRD5ERJLsvAei5fv375tXTiSPASDn5XeFrdfrBlFKsryab0h9uSZ3JIUH2zSbTYuAodmyF6GHEpUhzziHRHNAUih7ZNTvREDeB1iaPQyZ4UkozM+N8ieTj/JG8ZMIZCLxyuEA430QusGVBosk7PThE6w2oRbJTcJKvE88J+ibyWR4TKRzTvv7+xoOh3ZOMIoa3BLDBAfaD/d8+h5dG/F6eZ1wklAPRQ/+6ENJfmk9Ro1oAwYV7/VDTh/v9At+mAs8aKoZmX8/1MbDBsflSE3ot+D+KB8iKL8tNQbUNxaSLDKDPYVXRM6AzeRTIMGdMUhPe/hwjc/aKhaLlpPxcyEk6aEvEv1VKhWTdQodiRZhOlFbApOF9Wad/HyNT+PMZrO6e/eunHN617vepU6nY4eloKhh2NEiHG/Up1nDs18ul3bqFfKJEYc948NcsHv8vQyVFRQABck+C4LAir18kogPC9HziBoiZJ9Islgs2v5erVbWfReCgiRzGkulkiWs2V9EPZIsgqITgO/BszeJyHCa5vPw6FGgUAyALzvIOoaLyOQy47lS/mxYlBb923lwNgHwyWw2s/a2fk8ZFD3JQun8vF6gHDBAnwXExmTDOeesuAtqHEqdXugoYQ56JsRkQ0C3k8759FwfxSaFShMPDW8WhgLXIOohFMQg4CWBY0oyD9PPHfB+lAFRAxHQdDq15B5H0/kJYO7Dr5wmIsJIsdH9qAdDxxmxwA+sja/4/OGcs7mbz7fPZyCs95PdDPJHz8JAIeFUrNdr61FFBBCJRHR4eGjR2Hg8Vr1eN8/bpxyORiP7HPuBvBOJ3EajscUC4jM+DAmMMJ/PVa1WrZfSJz7xCUusRiIRO1Wq3W7bXvEdM2QOOIf9ytqWSqWtrrxEM0ShGCKiebxk9gl7BWiQE8rIsREJsN/Y2yjn/f19O/6Sc3GBE0k++7k96Tz5ykFSFIGhjC+SOGhdvlyGXQr80+0oqiS5zX5CX8GC81l2wE0+tMm9QoW/zHiulL/vwSFkkowZUiwWzaMFmhgMBuaVS+eQCSEoEMJ6vbbSeiiKZPXxBFBU4J2Ebmwav+vgw4cPNR6PrTQbA7Gzs2OYN4qaUBfrjvLjdcJp8Nler2ddF334ApojnrGfA5E+taqSe3mzVgd4Tz4VlTAaQfTbNGAkCPUxBkRXeGp4XbyHcBcvzu+O6ityoi8MoI+TMp9sSt+DQpn5c4HhfxYGciWdHzjEveG81Ot1U3Y4Ou122/JgPBvRMVx0vN6DgwPrHc93+E4EWDaUZ2QeLxtlXKvV9Prrr6vf71uLchR9Op22Qi8/sqUam0QqTDqcK6IazjNoNBpaLBZWY8Ac+XKLHvD3vw+R0fzNb3LmyzywCdAOkS9GCgUMFAkzp9vtmm6h6hqnZblcGhyHsYFeHIvF7HB6Wjkjk+v1eWNGv9MvEDPYPvsNONiXa/Y1ucrLjudO+eM1ongQZj9cw8PE6xwOhwZFoOzpLQ73GRyOAxsIxzhOjwZs+XzeEkbg8/RLwWAQZpbLZTv+0aexgcGy2YCn4HyDFUId5UwBv2jMN0b+/UraYif4Fb7kHqTzvjrAKggRhhDFwTWJBJh3PB0ED0XP97HhSVLxXD4rCeVPkhADzX37OCdr6TM+/HVn7dnwfnThK3+fDvksDOTVp98yRzgCOBwcWg9e3ev1VCwWDXaLRCIql8t2eA5Ux+l0qlwut9XYD657r9dTqVRSpVIxNhxySKuM5TI8OxaDsL+/r3q9rnK5bAaateC+yuWy9WTi7GUchyAIzy5ot9s6PDy0orHBYLAVmRNd+GQJ5JoKX2SWCJ+I2JdrHBgiY/6Xzg+JwqsH1vHZQ9CdMRy5XE7lctmUOXuFfAfrCC8fB415Iu9H1EIdAWiFD5mC7fsngOHU4Dj5UfuTVK4/N8pf0paCQzlCp6QS1U/ILpdLgyg4/xJcE+UAHgpkIJ1DTODxhL8oHLwVlBcKDt7t3bt3lUgkLLlKxaaP5/N5Ek54GfyN99LBj9AQj9fH+tLptGq12larB58BQ1LJz2HgMZM0krTFniAE9aE2vA4EF2/MjyjYXBgR5pDNhrfEpuSzePzg+mwU/kZY768XEBz9l/wkOveDx+RTaPGon5XhyzXKMZvNWq6l3+9bOI+cEl3ev39f5XJ5K/fF/+Rf8AahVuL8gF0TcQKT4Vxx+BCner366qvW4sE/ZhGji8JEObF34vG4KW4iP2pgiORWq5WdiocHWygUdHR0ZEZQOmfv+GwXP4eB0kUh4qn7bDDfufLbkkBhRpGTbyEv4dNupfP8FevGNYmqVqvz8xBwcoAq+Zvfipz18ll1JJZx4PwoGOYTFNrRaGRnNlxmPDfKHw8DGKBUKm1BKCg2hBssDUHw2QUIyWq12vIYsL50f+TkHrB9PBs8SRS5rygTiYQqlYpxd3mPtN3FEoHFA6WlMwocAQuCwPrewwahNLzRaKhQKFh/IKIXuPF+gguPkTkCt4XFgPHxabM+q8r3npk7CoZQ0nhkYOrglcAzvB/4AmOB0fUpeWw61hzvyedrIwt48lzLf81fWx8WQNk+7eHDPkEQWDdHvFdfTiAOAJth/JFtlNlqtbKcAMqY9hCTyUR7e3s2JxwH6nfCpGKd+SMiPjg4sGI5H57i+zGqcP0l2dnXODjspyAI1Gw2zRjkcjkVi0VVKhVznl566SXt7u5a9DIYDKzQDQeNPBHGAHyeXk9g7z5tNhqNWmEZytynS0O1xcny57/f79uBT0BctI7HMfSJE+wZkAgcOPYLips96cM5OFjsF5wEn/7r17r4Z1xfZjw3yp+EXxAEKhaLtlB+eAsNjsO9EV4Un49VI0DglEAxlJ/71FI40nwWIQaLh0nAAkOnw9PxsXGfww7mx70hxEQFfF8ymVSpVLKwn54gdLQEHoEqiQKUzo0hwsM9cW2Em/oDzrtFKflJKCAAhBAIiw2H4iZngVfuGyH/uqwnnjlrzAby4SgMi+/Ro1CYR4ws90f4TgL6Yq7jWRhEjChsmF/9fl+1Wk1BEDYLLBQKajQaBkOS3ASrJoEJrRmyQhCE1eU7Ozt2dCeN+6jLwHiixHu9nq2H7zjAppFkRhx5Ja/GGqPwYcX4dF5kJ5PJaHd3V71eT7lczk4do6MlUQAFf74Mk8j19w3XR+6k0DufTqfqdrs2P77Dhhz6co38T6dT0zU4RjQxxFnzjS//2Bewf9iffisO37EBTkKukQfkGueI+wMWY13QJZyQd9nx3Ch/DvCWzhtNUdYPHkxfbCbsYlJSkilQogGYMP7vKG68JpQf4TCLys8IO+/zi6P8iABrzwKihP0FZPPEYjHz+EulkvL5vPb29rYSq36iB4UPfRQBYTMgWNwTRgzslH4rzCdzdjEi4LNcm+QpAo4yB3Lz59HHszFwzCXCz9/9JB6GjXX1cVzm3d94PhWVeeL9wF/PCuYfj8d1dHQk6bw3DAojEglrE+CQX1xT6Tzp2ev1jOeOQ4JBJ2/irwfwIvcATEly92Jltw9PwiQiIiDBjnzhwfqwIcafwqnlcqnd3V1Vq1XdunXLokwgVqA+HDa4+bTs4J5R3iRHkb2dnR2l02nLwTGf7DHyTsgPThvng0CXBRrzPXCIJf7+8aN6/gaUwz8fuiWPgyMKlIyss5992BWjhO5gbTFYnGdx2fHcKH8gHEIoSVbOz6TTA0SS0bAkmWIB78UoYNH9tgmEkwgwiR4mnr4cHBvHIvrUSjYYISe/S+eYLgoRQ4FyIqJhxGIx622PYOHtgOtTJMTnIpHzI/2IanylTEsMwk+/GAiD47MKeB/eCP9HIpGtsnPml1B8tVpZ8goev29s8ZD4Hp8hxLr5xg5IIpVKmbHneihzYCfkwGf5XIw2noUB3ounK4W4Ps9ITgeSAedNkL/AaUBp0QoABYaDwbXwmCl0wxuu1WoGKfn1L3jqvlzD1kEmpPNjBHEgWHeUE8V37MlEIqH9/f0tqA6oCwcO9pwPpXASHBx8lOp8fn5KHPJKjYokNRoNcwJ8Tx5FS4TJmlBkiH6ZTCYqFotG3sDzp4U8+5jvRa5xGOfz+VYi2jd2kCNosNdqteyzPpoA2813FP29zXdedjwbO+ASw8c02fBYcn9TXxQ2BBlhJRvPQkH79OmB5An85A7JW5RLqVSyM0x5H4siybxiCsB8+MRnoeCdIsR+AhZ2EQLowzC+EeEeETw4+IT63BfGBmXB+/3mYL5S9OcVT8uv9vVZR76ShXrrezS+ISZq8vF+NgTX8WlsCDRzRtLeX1c8ej+/4uOhwEAoh2dF+SO/RCMkS/01C4LzVgQkWVHmfsEhCsiPIHwIAhoo8t9oNCx5y3fv7u6q0+no7OzMlBb3gmdNLQywCQMjTURG9IaBIeotFouq1WpWkOZHwciUL1c4RQ8fPtRyGdaSPHz40PYNMOt6vd6Csfy6Erxxokz2ICwzOnPisfsUb2RqPj8/PAhHlOcnH8g+wUHzizfRKVwLh4VnJ2l/cnJiBorELxE70QZ7Hj3DnL8jPX88fr+4AeWNdfTPMkUg8B4oxvIbkpHp9zFoMFUUNqEVkQBKWNKWoPrwjXQOj/hJLhafe2TRfTjIxwKBUaDAcX0Ol8Z74Ro+Bu9z3nkfm5MIAFwT5eonSi+GqiQh+TxQE0aISAN6H99PNOBHOv6mQlGxUS5isShH5lySzQtrFIvFzFCSt0FZolDYjESLT3LoxWdz4PXhgGAEoToC5TEffnuHRCJhnTSJBCQZ+8ln35ycnCgIAiMCcFgIyomfJRkEyHf6sBrOk3R+GBLRBPuAdUWe2a9ci4rZdru9JdftdnsrQesXc+FIICs4D8gB0CrPTCsK6fx8a56J945GI2u1TsIWqIkiQI6whE3nt1jBQBDp8N3AbH5djJ/oxhj4cDHwrb9G8XjcaLicwe1HY+TnYFbRn+iy47lR/gyECy/Z57RL2toA4OX+sYmEcOCjeEUoTBYGgUOZouBIOF8ME30PAc+de5XOWSr8zAL6PP3VamXN64BF6OHiJ0P9JK50ftYBmyCVSlmjK0kWAeBh4jVjdMDFLypL/3B1OP5EK3wf90NC1scjUUg+BIPw850YY99Y+RESAyWCccBrA7Kj/S0eE0VFQHUoUXBvH1p7FobvyPjKExnkH4phb2/PTuOieR5FVSgR1geMHAeKecFwt1otBUGger2+Je94qfyOsvUZJ3j4fpTGs/ikB5oRYvgp5oIJBqURZyAIAmvnkslktFgsLCnM6+l0Wg8ePNB6vbbrU2uCjDOPkUjECB5ANsg0ewvD4x9xicMAZDadTi2RTrTE2uDYzOdzg1uJlImsfeKCdN50UNIWVAr91T/QCCeH9avX64pEwu4BNKV7kuLF50b5T6dTU1woCRYVzNxvXEVS56JCpgcJYSWl8HggPgQDYwGFgcfR6XSsDwvfL51XHnM/RBV+oon3SNsUOYTMx1Hh/MJxRxgo0wcjxsOJRqPmIeCZEBFQ47BcLi1kBT7yG6OBG1+shORoPzw3GBX1et3wVJ8zTSQmnStx3xBKsg3unxng88F9NoUP1eElSbJcQi6X2zrlzVdShOL+uQWs2dMeyCGGFcWFpzqbzaxdAdGrX6GMgu52u4azg9cDqWDs8NzJL6AwUEinp6fWoM3PIbGmXAuD79MkMeS8H2gICNbPGfmQaalU0nIZHoxC3xvYe7BZ4vG4Wq2WGT6830QiYTUOPDP3OB6PzflApmloh1KOx+OWu8OTJhdy/fp1HR8fmxEjz8L7JBnbya80xnHpdDrq9XpGhPAdPH8NWQ9klogDWS6VSmq1WpK28wqSDLKimRsG47LjuVH+krYy8yho/g7zgM1E4tLfWAhCNBq1TLyvgLkWQszC+gcnSDKhJJLw2TEIkh8NsMiwkzAMeLtEJXguLCAtbqXzQ7fZDHhynHXrU+gQAmAT6bzjJXxpimNIzl5U9ghYPB63RB5wD3MJ8wS4Av6zX/iC0cNg+zkY/gZnHCWBwkbQiZD8SMpn9UgyGuNkMlG1Wt06qMM3dj7O+qyMi1EYa4GSwFNdLpfGjfcZZMxXNBq1th/IGF4yMsb+mc1m6na7VsDlnDNZyOVyFk2yfuDKeJ1AftSKUHQHpREvlPYGQIZBEGhvb8/Wn55Aksxx4zlh+JGroyMseSpJ5tiMRiO1223F43EVi0WVy2XboyhVn3EHpRs4BoMCno98ORf28KcLsKStrr1ExUQu6A4S7/6ZAH7Uy+cwov7zsLcl2RGcg8FAR0dH1h0YUodf1ySdO1iXGc+N8o9EwoIUv9kVEwlGDeOBpk7g0oSXhMJMHBYXKhiWG3YK2LXPDPKTqzSOks6To+DjeEN+lIKX5is1PCy8UzZQvV63hURBsjHpkUN+gjASBc8GrVardr/MDwloPCA2Kd9FFETlNMlhv0mWdH5ICkqA5wXCwTP3W+kSHqNE8ES5HvPBZvCjKp6ByIDENfPG+zA8bGwwfpQpc/OsJHydc6pWq/8/e+cdZldZ7f/vnpbJ9JpJJkMKHUJCkNCvItIEFEVAirRcyk9ERClSRcFLE0RAiuJFIV4QC4J4EbxSrhcViQFCFyEkJJlJpvde9u+PM5931tk5Sc4kMznnzOzv8+TJzJlz9nn3u9e7ynetd72uYRuVZUSgVJQQuVAFxNZ/vGHoQjp5YjxxUEh4cy2eC9E0ESmUmW2qh0PBrmBb/mlzTTgcRJDw6NT7d3d3a9asWVElwUS7paWl7lCampoa94z5fgzg0NCQqqqqoihUTtajAykKnd3Lnue5yJWd077vu8Nbgv2tcGxQ6NBavb0j534QjSHXNt8B9WrXOcYEh8k6H6wDymmhkGAwpJGeRORJqABjDSLbE7Lah1r3nJwcNTc3u8nigSDwWFnr1aPQCN9QACTZKLuS5KICDIHl4IeGhhznxg5CHoDtk2PrzIkKrABZbhtLT2IIS46nT/KrqKhIvb29amtrc54PZZV4KwgxCp1qB4wPjbTKyspc8re+vt6Vk8Kb4+nZihGbNMWDIrnFHOLl8TmbVGXhWv6a78FjQtBt+G4pIhtiM8eU4vK86FNvq0dsPghlQmSTaGRkRI4SpV0D4+/u7lZLS4t7hkVFRVGGcWBgpNc9ER3eaGdnpysV5BmQP8IQkJiHmqSZYUNDgzMmQ0NDUf2UcLaQUWnkRLTg+REYZZtDYgwoKZycrq4uNTQ0uBYT3d3djg7iNDfWOzQo5axTpkxxZ1LMnDnTRQ5r1qxx5aR00h0YiGwK7erqUmtrq6uAonLJ9uLH+8/IGGmdzVnU0FI4FLbkktfIGUDFSXKdS61cY6gwtswxNB9rLi8vL6pohE4DXAMDgnMWl+yNjQiPP6inHRoaUkNDg9uijqfjeZ6mTZvmugbiedqqG+rhUcIoJKwzgu37vgt9bTWNNLJTkSoY64FY7p8xEdphjHzfd5w4Co7owlIkNpnKIrA7jVGQ5AVYXFA0nuepvr7eJYoo2SNqqKurc6WD/f39amxsdIuKsaMk7RxaigtDavMreENTpkxxUZjdWMY82CQhYTfJN+4F2oM5w8uBisJgcx3mlfvnfdyH3SORLMrfUjk1NTWaM2eOhoaGtH79eudhz5o1S6WlpU5x2Yq2gYEBN3dw2SgjSy3gbdsCCIyJTaIjY8g1Tg/yivFgLnEA4OgxFCg0KvB4zlSNIZN0J21tbVVHR4dbz0VFRU7xU36J/K1Zs8b11YHWIipBrouLi9XX16eamhq1tra6HkfIhS3txvmSRg6UQU5Zg/SewhCgmPHqWQ92kymUEQ4KBoWcCAUY5LagouxmPEuHoqumTJnijBesgKWS4kXKKH96hjQ1NTlPB69Fkushg7dRX1/v2i/wcKAJUD5WKaJcuru7nXePF0uISrhn68VRTLaWGZ6fz0kjCiq4RwHlxnVYUHhSlG5BY9nSO6o06DFijQdKGV4Sqgzht1EMoSrhKJQQ1ACUEQoHeoo54FnYkkHoHyIaK6AIMBRXT0+PCgsLNzjrgGeLIrGGiAoIogEUH32NMFK2NJFFjzFKBmRmZqqsrEzr1693fK51KoqKitzmq7S0NK1Zs0ZtbW3u2TCnRD/MNdeA825vb1dJSYnzEEksEim2tbVFURIoJpLMzDNOk917gUGG7kF+WR+2TBjnpby8XFIkf4bxwrFat26dfD/Sq8Z2j7VUI2uQyIT1Pzg46HpyQdngSEAJQa9BGcGZQ08R6VP2SdsT1iY7c7mOJGdI4fmpvpo2bZoaGxuj+nxZXp4zOVhblCwj8yS4OQMZubXdh5FxqpPiRcoof7rjVVZWqrS0VO3t7WpoaNCUKVOUm5ur4uJiSZEwtLOz021osfQJISjKGcNgKQQqJGxrVFt5wf8oWzx0wlwiDkvN9Pf3q6CgwH2fLUVjMcIXQlPk5uaqpKTEVSTYahD6uEsjx0sSeXjeyFm3XB/jZnMFLAgUN14D90HiMTMz0zXUsrX7KGiiLAQYBc282S3olmcnSrLlbzQMs6Vv0ghlRrKSHbBEGyh+xgX/SyKbhcx9QWskA/A8d9xxR1VWVqqpqUnV1dWaOnWq6+WPIuAcByghDk/JzMx03jyKx+aosrOzXesT7psyRTxd/kfuc3Jy3HUoPcR5sjQjpZcooIyMDCfzRIEoT8+LHOc4ffp0TZkyRXV1dc5oZGVlqaioyCV/2dwIrWIjExwschYFBQUaGBjQunXrnGOC40eUQmUMRjUrK0tNTU0qLS2N2lFOYplqJRw1ZBHnw+YekUtJUWMlUV1ZWekoJa4hjexX4Rp5eXluEx9/Y4+HXYesgf7+fldRxDyNplttyih/qAVJTpCwstOnT1d3d7dLXlkvlQMn8GhpXORwAAAgAElEQVQRRjxuapuD7Ww5tBlPByUDrZKTkxNVnsj7CL8lRVVI4BEzZhsKE5IODY2cYEWGPzMz0yWl8OYQUnqiUJFEAlCSowcYX0ZGhrteX1+fo3skuSjA1nhz4hGLmDAWg2H5TQwTXhnGBu+fcjkWM8+TxUx5HQsm6L3gidmx2SiHucdLJYxmzORo7GlMLPhEg4S67/vu+MO8vDx1dHRozpw5rhUHTgByT5Q4MBDpbEmxAWWsHKJCQzSMemlpqdauXevkkYiXjYScV4Gj0tXV5RK3klwilefNbtjc3FynqHAmiouLnZGAnszLy1NTU5Pr5AmHb9foHnvs4WglOpESAdO2BQcsKytLzc3NLjLmAHRJUVEAa4oyaQyhrbizPabsurGOn42K6ddvW7IgfySfORFtY3KNA8UzsHoBncSeJIw79NXQ0JCrlqL762hOqEsO4jMOEOKQYKLqhUmjiyQ8+9y5c1VeXu7CQZsE5WEgcCycYF00CstyqITZlLRhSPBEWBxEFyguu4mKUJx7oToAT3X77bd3Hp3nea4yCaqju7tb1dXVLiRFYEnS4c1zbaIL2wXTRj6FhYXKzc11rXhtdRTKnIUhyc0lQmvbLVBii4GjYgPBhV6yyUuuy/fBUZMYZAEy5zgCfX0jJ6nxnAsLC134zrOkcstSPuSQEg28RpyRkpIS58k2NTW54zulSDQ5f/58VVVVOTqIaNbSkchjenqktTYlgTw3jCAODVEgHi1cO9UyUE5E03DXtt4fhwnFKGkDrnzBggWOIvU8T83Nzerr63NUR0dHhz744AMXvSDXtHGGhrFyguOAnDLuzMzIyWMFBQUqKytzuUC7RmzhBpElHj8KnDkhL4OhtoUell7mHw6SNFI9ZOWXKjTGwjMiT8K90Tq6rKxMubm5rq0HBRzoCQxCXV1d3LKXMp4/1pzkDEpnxowZ8jzPcaV4RVQOoIzwXKAe6PnN2Z149zxwEjRsocarhx/s7e11Xpk9IIb34dFTWWQTqHCDlhOHMiFsJdyEMuKMASqaOjo6nKcAXWMrI1CucIF4a9IIP2n3NkDbkOCjtLCtrc1d01IvtpTVbvdnnlE2GA0oBBYMnhBKHY8Fz9YmtyW5eSNSYD6tx4hh5joYWyIrjn+0DQATDRQErRpQOjvssIOr+iIfMHXqVPfsbS98olzPi/SHhzoqLy93RpL+PXDseMuWr4ebb25udkoHw4v3D3VjFSbyZnfHWj6enAQbq5D5kpISNTc3uxp8DlRvbm52ObcpUyJnB1PwAE1GxIRhhxohyY83z1rEUcjOzlZRUZEaGhrcpi4cO9YbDoKNrnDOMGysPXt+L/eNXKN/WDOUmba2trox23nDUFL00NXV5SJ0coQ4t2lpkR5JUIBEJTgK8SBllD/eBskmvEKbRbf0C6WHU6ZMUXV1tWvlTP8QwKQiUCQcOT7RVt4gEDzoYAKHB0kUgTKyyTFbLcHnUJIkcfB6qJiBvurt7VVDQ4OjLkhW5eXlRUUU0Cft7e2OZ2Qs/B3qCu6digg4d37ndCWE0UY/9oAKKBl2GPf09Lh+8zbHwUJEYZC8t3yz3TiHMcKbw3jzOhEMFID1AIP15yS3oeySAVBUVCvxv6X9yEXB05eWlionJ0fvv/++64VfW1u7QYUbMuT7vks41tbWOnqJnkLkmGxuBCUoySlVSh3x9plDWxJqKcK0tDS1tbW5qAxaCDlHWXV2dqq6ulp5eXnyfd8dH0l5K04Uz5HNXNKI48JzHhgYcEZUinTzLCoqcpRvfX29o6Roi8EZvlyLqiUbaTQ0NDjPmwPZ0Tk4cVDP7Esg92gPskeuiZqZb1uiTXk6awIaDpYDRwzjhnFG38WLlFH+0CYsdnb1ocDYvs3iJySVIl6+FfiWlhaXzCksLHTVMHwPn8PzYFGi9Hg4tqwKD85WP/Cg8T5suEnIZ2vfSVYGyxxJ9AwODroSNjxpQlBC86lTp6q+vt4pdRahFVQOlKeMjMgGmgtDyC5JSVq9erWbS3ZR9vf3q7a2Vq2tra46h2fBbmg8OLwfjCnRA14MYTARiS1t4/PcD/dmt9cTDtsNdVBNyAVRmd1RmWjA8fJMOYOXSiwS9Tg1cL6S3AEv6enpjj+nzXV5ebnLf0lyG7ykkd2nbEZEqfb39zv541khmxhaDD7XYT3g7OAF230dmZmZbn8Kz0qKtEAoLS3VwMCAy9t1dHS4Nc2uehy5NWvWRFWA4RgR3cKv9/RETpDDUeMoVbz8GTNmuGu88847bi6zsrJUXl6uvr4+rVq1yrUt4X6ys7OVn58vKXpjFtEmSt4WkhDFkj9BWdsyasZiy7zRde3t7a66CIML60DOAsrZRvPxIGWUv92QhXKE1iAphWGQ5Kwwi4V694KCAjU2NjrPl2uxTZ3t8VhvrGxeXp4rZSR0JCmKcBAFoMjgTO1egMzMTDcmPoNiTktLU1lZmes3IsmFd+xpgK8tKipy3wGHbysibK277SuCN29pNJQH48X7QfkSoXAoN14YnkhNTY0kRX03Ro7nw5zYcJfx2t3EPEeUOAvC/g9XbZOL/M7zJ4y3dJZN2tvoL5FAdvCu8eamTJniyi+h7aRIsQPUT1dXl0sGl5SUuCZnVIDBube3t6u+vt4pbzxh3480KaRaKDc3V+Xl5c67pJqKdcWuUpK8Nq/EhinyOjhAGPSZM2eqrq7OyV1aWpqmTZumwcFB1dbWurzTtGnT3Fq0Jc+UreKAETkgE7R0gGYkai4pKXEefEZGhuvHb+V6+vTpbjc8zmNTU5NWrFgRlU9DhljjNF0jksGBw3HJzc11Rpwd2RhaFLYtoyX/xftZH6wnSVE60DrD5C9G49SklPLngVqetL+/PyrctUlclC5KyZYlUiFBvxCORmxqanI5AJIzhJiEyEw4ygQhlEaSlixq23EzODYePMIK/ZOREemrjjeIcsvJyXELAMMGFZaenh71XoQrLS3NdfgkMkhPT3fNsGzbW5tkRcHDh5aWljqFAtUzODhyVmxDQ4MaGhqilHB2dnYUnWY3FRHV4L1bjwXvCF62oqLC/Y1FywKzpXX84zW8P7v7OuitJRp41FBaUIuUKyJXzLfdbIeiJ0mZkZHh+kE1NDSory/Sf76oqEjr1q1TWVmZBgcH3QZBKAK+ByODHEAnWmoBxU7HTWhOjBbyj1yzFwMKa/bs2S7BSXSRn5/vNmnl5+e7PBsyzHdxbfRAcXGxy2Wxu7ygoMAldrk+c0cEz7pNS0vTzJkzXZ6N9dff369Zs2bJ8zxVV1erurrarQUqm3BW6ABgN9kRsUFpMRdUu1VXV6ulpUWzZ892ckDkZXUDMo5M89yLi4uVk5MT1fCRaGE0cp0yyp+wh6SHNFLyKcl5d4ODg64HEF4fWXQ8TIQfbp7QEiOCQcCLxYqzKMmu27JGy8tB67AIeKAsXltBRN6CsLCurs7V8iJcVDbAJ6KE8RbhO22ZGBQXPCpRAAuYceCpkYyFP8ezJyrBONkdo4S3s2bNcsktaaS/DguR+ZkyZeQwDQzM0NDIoSt4YmlpI8f2sdMTqgJFhDdoN/FBB9l7YEFhAOwzSwZYfp6FS5JQkkuODg4Ouh5A5D1sUjA3N9dVz8DN0/APJYFBIKpjrVBeTP6M78PTh59GTlC4Nudl6+hxZohA2tvbtXr1apWVlTklXlRU5GSICBslzI5Y5NkadBw32qpDGdoxscb7+/uds0S1jd1bAz3JdXG2yC/ttttubj8RRlmS223N+qKEVFIURYx3ToSUnp6u+vp6eV7kfABKXrl/1gIOrd0YKcmxDugumAhkgSg6XqSM8qefBUlNS+vgCVuagkWDtwtNREjZ3NwctSOxra3NGRCoELxmrgdHipcAB2gtta36wbuFjyYhDVj4CDqe1MDAgOrq6uT7kW3rVALgUeNdIxiEf5YfhxLjvZYSoeafRcM48TRst8OcnByVlpa675PklDdJXqKy/Px8NTQ0OINBXiUjI8MdNIEBgMtkzpgPlA016Qh4bW2tU+YsALszWRqpCMMotLa2us1/dlc1EVkygJJHkppwuTQi415RIpRvkgjFCaAyq7a21jkFg4ORXeDIB1VpJFO5HlSoTf6WlJQ4L581hJzj3VJdRjLYlgJnZGQ47xhZ7O3t1erVq+X7votIoBFtaactB0ZGKERgvdhID/ll4xbN7xgnuTROtcM5qqysdN8nyeXPWCfkFEtKSrRmzRpHY9EVl8q7srIy5eTkqL29XU1NTa4lNs4n6wjlPXfuXHed1atXO2WOo4dRRK7JkfC++vp6VVRUuLnFKSZhHy9SRvmj3Kw3R509C4WyLITIcqUoKzyavLy8qIoe+FHa2mZkZLj6YWgKuwUcOojFQJiH10S1AJsvUKy+77vt7HjXjB2lzY5MPCfuBc+GygHGgafEYmMO8IRJ5JWVlUka2ahjPScWMQsKHtfW4hP1kNxDMZCIRpFZI8O8kqjGa7XRE11DuT8UPPdKJ0OUoKU9bPmqrbpCcVHRYh0C2/IhEfA87zxJ50mR9g3cG/PDhj1OmGL/CXJtm5GR92GzV1FRkdavX+/Os+3t7VVhYaFKS0vd+9lFihMFncg6srtk7XnCeLOtra1uJynPw/cjm9TsbvP+/n7nVFHOaPcucC/p6enu+be3t0cZPlpMcD2rrDHwVVVVTpbtqWdEALYvlC1yIC+FTDDftLkgEZ2Wlqba2lrnMCC7hYWFqqiocJECBoiyc9gG7g86it3XtbW1UXkVm9dC8bOGyCewv4Z9ERgJDMtoqthSRvlTaw79Q4WBXdQoaTwGQkaqeQiD8cqZLGgRhJxwkGiDSgJqk61HhFXnGihJErNEHzk5OWpsbHR0CxbbNj6jimZoaMhV91DfjNdKt0Pqrrln+MRg4ojr5ubmOs+OecTw4Q1jKKmSYL7a29sljRy+Ar2Fkif5Vlxc7BJcVPuUl5c775vGeoWFhSopKVFTU5M70QkvCg9vaGhIjY2Nqq+vV319vbKystzJRdJI3T9zR77DGmB2M3d0dLj5YbFgGBMB3/fvl3S/JFVWVvq2jBWFiXxBk+HtE0XiHSOTtpLGctJ48kR6JIibm5udQ8Aueav4iHpRqhiKwsJC5efnuxxDQUGBampqHN1CJM1hR9AlJHfpL9TU1ORyCr7vq6KiwlEzjB2nCoWHw2JLjQsLC11OAGqxubnZyTXOBfmHwcFIB1NKRoefh9tJbJOr2dnZysvLU0VFhTu7l/YT2223nctF4emXl5drxowZWrdunevBxP4Foq6BgQHV1NRo7dq1WrNmjbKzszVr1iwX2eEAIc9077TRIM5ac3Oz2y8EzT0apyZllL/l7+DSoVxsQsQmRqlzt8Jje9RkZ2eroqJCH330kVOGhK4IGRtdCBWpsCDphbKjXt3mEnp7e1VUVKS2tjYXcaC0KMXDU4LrpBYY74CmTtzvunXr3P3i7eExtLW1OePFe/g5yJVbr97yquQ5KLljnnzfdyWdFjZh29/fr9LSUq1fv16Dg4Nu5ya7VWlOVVpa6hYuCWb4UUpyqbjA+7I1zoyLhWJLZoFNvMOnEt1gvJIBNhFIdEv5o60ggwLMz89Xc3OzS7Q2NTWpq6tLJSUlLjrMy8vT7Nmz9e677yozM9NtdJRGSpHpCwRtSOO33t5ed8IWStyea9va2qquri6Vl5ersbHRySBOWVVVlaNHoNfYswB9xLNASZeUlGjlypVubff19amkpMTluZqampwiZU7IL/D8UawoWZLQ3C/RA5GHJJcPq6uri5Jr6B8SwH19faqsrNSHH36ogYEBlZSUqLS0VH19fVq/fr1aWlpUUlKiyspK5eTkqLy83CWYcbTq6uqc47l+/Xr19/dr7ty5zhDSo4hnQu7A5rLsHgE2nrFWYSRGI9cpo/zxcG2NMUrTWmsbQsOLwv1CWdgEId4KigPOnzDX9k2xCRU86IGBgajdqXgqvJ/kIh4YJXF1dXXO02Uhs9uYe5MU1eEPsCmFUFOS2xIfNII2WUSNsN0FjJfPjmjCRowKXgg/873QDswZ+RBJrhQ1PT3ddaC0ZySwuKjSoFqFjUJUhxAlEAJnZWW5jTPWa7TJUWiloaEhR1uw6Gxb39H0QBlv2LmkUIAFzjhJ+pPoY5dqRUWFKwu1yUZKky31N2XKFLW3t6u5uVklJSWOC+f9kqIq04j4iG4xACgljHBRUZFrM7x69WoVFxe7qLqrq8tVGtkeOGVlZS5ik0ZatSOTPNfOzk7nPPG9BQUF7tmTBySPZKvZkEu7k5fInXVo8yrw8HDoVB+RsM3Pz9e0adOUkZHhWqBbmlOSYwzKysrckatEJtCibNTDS586dapaW1vV3Nzs1g1RuzTS/I+8CxvnoJ2Li4vd2iHxHA9SRvlTkohnjAdLQhFDwMRhdVGQcIt4UfCQ8O9EFnbnHX/Hu6Ac0hoKSa65EwqbjD1UBjQEYS3CynsIS2l+xTgxJj09Pa66AYrFLgpyAyh6fkZpEs7iUeP92rIw+FyUJ9EEi4F7tx0EWSQkK+FaS0pK3MlLLABoivb2dnV0dLgOnkQAVPQMDAw4msb2a5LkciJ4oHDczN/AwIA779QaAmvUBgaid4AmGigFmySkGov5sO2bqcCB8mtpaXHyBr9OszO4+4KCAufM0AeePvOWFpVGIiZppH8WRpuCBXoo4RTAcefn57s2JBiDoaEhFRUVRa0zjElnZ6fKy8udU8U5zDaiIALmvljvyCb0I44c6weZIfLj+SPX7BIm/8V94vxRkYQDl5GRoRkzZrhGkZw5TIlrc3OzWlpaNGPGDNdpuLy8POo50IHTevjIALmUhoYGlZSUaNq0aW7++vv73V4aW9RBPgOquaysbFT7V1JG+UPvWIUANUN1jq2msZ6CJNcCl4QXExc8NaqhoSFKmbI5g7AMpUGFEKElFTB8Dv7OHnzOZ1tbW50XRKIH/t+WcWF8hoaG3ClM6enpboMOyoGEKYLc39/vOFcSRfDB9rNUgeBVoAjoF8ImOCghNglR8sZ9QcfwDFBEJNwxLHR+RHhRaBiGnp4eV2FBREa1hDRSscMYW1tbXYRD7ocyQ1szDf2AsWZsyQCS+exJsFw1USHRl6QomYGyKC0tdRsPOcgdj5Rihurq6ihlSqSVn5+v0tJSpzTwwG35MKXIrAciOhwIHCqrRKFAee70b8IhYzNlfX29i8ZxIqyyJHrFqLC5EieGxDj0KxEl+YLc3NyoAgxKqZE9oixkDidHipwLjaElam5oaFBXV5db15mZmSooKHBN1qBJidSgbjlrm9YiOLBgypQp7mB7duizdwGnjRwiFYH8Y7xEI/EiZZQ/4aY04lkzefB/hMpw8yShCIl9P9J7pq2tzbWIha+kHpm+HexiZMchihUhsLCbRvDuMTpw/3gceDB25y+CiDIjaWmTbSRtCRX5DltdYPlzW6OPQKJA7PfactecnBxHWVFhQKRDBQ48OglGPDlbnoa3wr3a0lcWCF0o6fvCe/jdblhB+fMzlVhEEr29vY7WI0LkeywfbCuDRrMZZjwxODio5uZmSXL0HxEb1AVVbShdauibmppcsUFjY6MaGxvdISmlpaUusmpqalJFRYXLqXR2dmrWrFluIxTn0Vr6iWeODEIrEgHT8M/Oq817SSM17/X19U6Gaa5H1DhlypSonjTIcXZ2tqv8gT8nAienIEV4e+gpmzClsAIlCvVIZE9pKZE4Ms/a4znYn3GApBGdY6v9mJe+vj63Y5nKuaKiIudMEe1ZupLfOV6TBDQHx1smALmm+ofPs5bjRcoof2rwW1paHP3B5CGEcJI2iUbSKiMjwyUTBwYGXJ0/Qsf7pJEdjyhHSY5/JaRF+aDYSXhBOTEG6pL5bkmu+yjncvIangJeH//bWnZe572EgSTD2NRjS8tI7BJxQKnYJKn18IkuEEiqiagasYl3DCdj47swbhhMvBcWkU3GcU1roDCetopKilbcGInOzk7V1tY6Q46BIPwnsU4In5aWppKSknGU1tGhvz/SIwnvjvujsgo+m1wJBpgWHxxd2N/fr/Xr17tITpIrw8XxQYGgJIjS2LREhRc0EdEsY0NhI0N8tyR3yHtRUZGT687OTicDRI44EpS2cl9E2TbKwIBAi1D5BDfOJiw2cEI3AuvhE12gLFHahYWFam5udnt6kHcULfNF+aYtT2bN442jD/r6+tTc3KyCggIX8dpyb2mkTxXyylqmyKSlpUUfffSRiouLnb5Dp9h1j1x7nqcZM2boueeei0vuUkb54+1x1J1tmyCNbPBBWKBR4FEJRbu6ulwyBkqC97HQSLJxqDXhHYoRQwBHyOu2zYQkZ/Up9cSoUMWAkNFvh23kJJktVUTdNR4Li5t+5CSSbCJ7aGjIhdQYC7wmBN9SRyxQm0+hzprSTcJ+QmXCeFuLTBSB8ZHkqKySkhK1tLS4vuO2DS0VIfX19erp6XEKgvFOnTpV06dPd3OMwGOU1qxZo+222845ChgASa6/EK+NJjE2nqCksri4WG1tbS7HwqY+vHHOWaCIgaiOUta2tjZVVVU5z55kJ5QR7/E8z1UTkcPBecEQEEEzh1SbYYQx2iTk2ZEMfUXNeUFBgQoLC7VixQp1d3e76EwayZf19PSopaXF0Zs4RPD+7B3AMcGbJneBsWCfC1VqyGRra6uLSNADtHIpKipy30erlK6uLnegDeuBqIUooru72+XgWDfTp09XXV2da4BIN1zKSNPSIkdwUorLHFExOHfu3Kg5JgpoaWnRe++9p1122cUZeAyAJOc44aiS84oHKaP8SXLahCihKQoVRQm9gALFGBQWFqq4uNhVPUDRQBsMDQ05jpD8geUjKeHCKyIxCdiEY8eIB2sXWGZmpkuOsZElKytLFRUVLo8gjYSxVCbgMXR0dKi8vNx5VCSGrBHCqMEBpqenO2+G5DblqnZB4p1Yo4PXA3VF9AE1QwgPDQXlYhOu0Fi8j5wDtAIlf/X19VFzyVhsyRvAE8vLy3NnHnAPlh7DUBBxEaonA2ypJRw2Xi90muXUbS4EBVxWVqbp06c7rh/nqLOzUxUVFa4+HWXe3d3tdqkWFxerqqpKAwMDbv7IG9jSWRwElKrtgosSzs7Odvs3OMkqOztbs2fPVmNjo6NM4Luzs7PV3NzsvocNW9BQdXV1UZ4xRo2e+JLcTmLq3WkpQoWPNCLDOHKsUarHkGucDZ4Jid/BwUHnpMAIkOuyO5OJ+lkPXGf69Olau3atJDk5tnJNbgXQIK+4uFilpaUusWydXfZQoIfo39XR0RG37KWM8g92ubPVLISdbW1tzlO1u94IlamQGByM9EmBN7ctcltaWhxlQUhaUFDgKh+osOGB9/f3u5N38JhRLPaAEXhLeEY2kuEp9fX1OWqI9+I127bEklyol5mZ6YScSIdQ3XoQklzIDafK96B4Uej0KbGRDhEEBoHnwDWg2ihdtWWucLxcH48OhUdvlyAnj+EO8v52kdiqprS0NNeZURppBEhSm8VvW34kA1BuJKZttMK9cwA4lAzeLZVk9OoZGBjQzJkz3dGFRA3l5eWqq6tz0RdOSWlpqUpKSpSfn+/OucAgw5GTa8BRkOSoFRwrezpWVlbkUBoqfHp6elRbWxtVUUf5MiWLrG3kl2okIhxyH1Aftu6dHcrIp62Wol6eTZckcPk7ZZM2Z8eawBhSrYQjxXOCgsJgVFdXOyezubnZVejZNg12PwuvWbnG88eA8N6qqiq39mz5sq0CgwmBuo4HKaP8Uah2px5UAPwxZ2baOl2r/EgMIURslKD6x1ZUZGdn68ADD3R9O3iwNTU1Wrp06Qa8KhUIkjZIMvK79eTZOYwxkiIhXGFhoVsICDr3QUITntx6Ljk5OZo5c6aKiopcGNzV1aWampqoaAIlYctlbatZuGXmja3xRFJ4HHg1QR6/p6cn6kQjng/GUhrhYbk2XDHKnCgDmgpDgCdmxwbgUm3UYrl/SkHZTZosnj95ETZxEZWgYIeGhlRcXKyysjJHqWHAUNJNTU3OgEMNwL03Nze7Z0py8/Of/7wqKytVUFDgoocVK1bo6aefdrkd1gfODmPF88cpsNEKyWW8YeS2paXFNXWjegd5YT1AEzY3Nys7O9tVAxUUFGjHHXfUtGnTHLXT3t6uFStWuB3zrCEcMQwcTe/S09PdaVfIDgbTNlW0cs29sj7IuyCLRBiWw4dyxulrbW1VSUmJU+ZELuQaiYxxCoF1TKxMQ5XZfCTPdWhoSLNnz56Ynj9KMC0tcsoUfPTQ0JDjJCmNIiQjcSVFIgc2CFFWxaSyAYlw0R6ZR5klFhxuUpLjmlFIGCEWIuGoLUvt6upyEYotxSPhSWIK/hTPGe+IfkRs7sjLy9PatWvV1dWlT33qU44rJkHX3d3tujlaqgW+GAWJd2V3NhL68j7CXxYKyV6MAN4hIbXdB8EztN1WWbgoMXsgCy0hpOhqH7tIbCKYxC7JNu4F2o4SWhTLaKoixhu0bqivr3d7Q8jjpKWNtNP2PM/JPo5MZ2enWlpa1NLS4vrhY+Cbm5ud4mppaVFhYaFzkAYHB6OigZaWFg0MRFoHFBUVqampKarSB0eGyJojBzGqNDVjTwG9nOxJcFT7QFWSL0tLS1NdXZ1bZ7RT+Ne//qW2tjadeuqp7nxgcmIdHR1au3atizYwjLQ+QEFi4CxVg/LFSWGcdp8ECtsmb4myoa+oGCR/YkuYkW324zDPtEC3dKd1jKQN5d3KLzqGHc/kAnNzc10blHiRPCtgM0BggklASh0lOR4b2oCSTSaO66D4bD8UaeSoSCkSKaA4LU/HwsKS89C5hn0fpWWEcHaDFuOURhpFcXQiyTM8EWgTDA8JLASH0JYdh3aHcEtLi6u3p4pgcHDQ5TzwvKZNm+Y2adHJk2jGVu8gmHYjGpUHeEu5ubmaPXu2+7RIhW8AACAASURBVFmKeI0vvfSS2tvbXWjP4kKB8DuLwoLfg/9bYFww8NwnXhLKy3pdiQb0F0lAWiHYNsEcPk4Uk5GRoaamJufQEGHhNEC98XnyOtAkHR0dqqmpcfQPEQatFVpbW911uAaeJ6WpGFWcHE7Lg4qQ5GjGhoYGVwHEeIkc4P3JtyFPFDX09PSotbVVtbW1UQ5FXV2dOjs7XYIW58R21aQpHQq0oKBAlZWVLpphXSDHkqKcHdYGlFNlZaXmzZvnKoRw3H7/+9+7ViQ0JERJo2cwnrbEOJYMx6I3BwcH3dqm8ycUFjKBwzohlX95ebmbPErAJDnPiF22WHMUIJl7lIptb8A1Zs6cGVWZg4eelRVpEYugShFrv8suuzjlx6lb/N7Z2en6B5FMJsQkkVVYWOjCNTx7PAGuhQGgasMm+Eh0EimQQG5tbVVNTY0TCgwlYSH3wb3YXYbc/8DAgObPn++UJxUg//znPx11RA8Z5oqx2pp/DB0KhdLEtrY2Z5wxUDStYi5iLQoQLP20r0PlYIwwZtBO/f392n777aMaxCUamZmZmjNnjlPMRIrp6emaMWOGCgsLHd9M0n5gYEClpaUuWmNfiz1ZSpJ22mknp7Qtj52dna3169c7efB9X6Wlpdpnn30cN19XV+eisL6+PrW1tbn+QVB7bKwikmW3Lgobw27zLoyV5CxrEgeKklObQK6rq9OHH37oqstoUmi768LFw8NbuWYNfOITn3CUDO1UXn75ZZfzw0gyV4yVqJvNnrm5ua7+f2BgwPU5ogKLnAKVUMyFrVCTRmSZnzF6gIiAog0ibYwZea3e3l5VVlZq9uzZo5LrlFH+e+65p/vZLn6bKIkVOtlJtXW2tm6chxIMv1gUNkyTIh39rHdq6R7r0dvrsbipSrI9Vcjms5OQBc4uTZTXjjvu6Dw8zmpFYU+fPt2FruQ0CHu32247R42hlPFS7Ia1gYFI06ru7m5XQsp92gQui8HmDNg9SQ09kROLhM+SYLNluPCk/f39WrduneOb8/Pzo5qyeZ4X1a8II2gPEsFYokx4NtBoRxxxhOuDnwzIz8/XKaecIklOTvnHfQbl2ibc+ZzNeVCaKEXnQvj80NCQKisrnVwjr7vuumtURASnjeJD8Vi5TktLczkljER/f7+Ki4tVU1PjCg1sRQ6HzVMB9rGPfcwVCzQ2Njrvu78/0vysqKhIjY2Nbg9EVlbkrIdddtnFHfqTnZ3tKl44aN2uzxkzZqijo0MNDQ0usW4r22hYRzKW/AH9itLS0jRjxgwXObHLl6Qx1Kotw2UTY29vr1auXClpZI2R7+JEMwyhJFethaEZGIh064XWplACJ7WoqEhnnXWWiouL1dvbq29/+9txyV7KKH+E0FZCWKEOCjj/gmGWLUvkc9Z4cH3eT4UQ7w1+Dx4w17Cw7/c8z1EgdgGnp6e7Gl97Te4Z5Y6itOWO9t5QFhUVFU547TzgGVmFQbiPl8MOR1tRAfbdd19Hc+F5WBqopaXFUQnTpk1zHiMb0sgXYBiIEKAOiJpQXEQXzL1NnvMaVAWh74wZMxwvzOEdfIckV1fd0NCg7u5u7bfffvEJ3zgDubN5C4wtz05SlKxxT3Zd2KjIlhqi7KyMQYdYp8dWoKAEkR9aGfOdVq6hXfgsieAFCxa4z3A9Podc8OyQJcZhDV5aWppmz54dladiHpAtWykGPUXkQvRtnTzGe9RRRzmaC3oVGsjzPNXV1WnFihXq6+vTrFmzojZ7sR8iNzdX06dPd44UhhKHhlJs8mXWyNtd8YwLhwq6cu7cuY4abW1t1fr16x0tJ8md4lZdXe1yQfEgZZS/NLLl3Cpa64FbTwlFwe+xjIP9GYGzXk2s34PfZ/9JI4uRz7CQGY8VXKvcqG7hfzhq/rf3Z5U647LUUZA3Dy5mO58YOBQC77XJON5juylyr2DWrFmaP39+lAKy88D3Wn41GGXB5yL8bKKT5IwOi5r7p00zXqmdy5UrV7oSQM/zNGvWLPm+H9XiOBmA92kNv1X0Nvqyyl2KbsQW6/OW6rOfQS75nffzsy01ZIw24rDVOjxra8CsgUBp4xHbOvjgmINybakjnCArX1zTOkKMkeIFdvXiFFlqNTs7O+p4SasnpEg09PGPfzxqDds1YKMLfg/KNZEyFUjQUJJcpRd5Sa5HYpzNmsxFenq63nrrLRdBp6WlabfddpPv+64nULxIGeVvF77N7luwgKyFt94Mi8B6IEFDYF+3oTfvsQaE34MeqfXUEEz7nmBEwnttJGE9sqC3b8fJe4LjsxFNMCqx12MubHmkjQrsZ+34g9QE17RRSqzx2vu23hrcLaBqyc61/Uzw++37+Nvuu+8eNT/8fcaMGUml/CmRpW2C9dR5NjaSJfKS5DxFlGzwuQUdBBtxxnp+dv0gB9bYs6ZQ4sH3WNrIPiPeaw2RlVWr1JHFID9uZSi4Zu34JDn5s84itGCQRWD8QbnmMxhY2+7FjsHOJ99to2NbEWcjqHjkOtYzPPDAA6OeJ+/dYYcd3NzFg5RR/niAJI/wIG2VCB4HhgFqQRoRbus52mPP8CKsUFrv125CssqEBw+CytsKMt/Dd/Aa10U4g9eznp41TNYb5Ge+wy5qhMl+b9BgBT1K7pPaeCk6P8L1mBcUfjCisp/lM9bQsAiZY163c8ZYYvHcNkS392GNt70nrmHnOJGwz4doBzoD5YEyIbFJxMPnJbn9AZ7nuZO8mJegXLN++E77XK3xt4rcKm/7DO3cMh6eiVXAVL3w/lgUnn12rDsrF/a5YeTsHg5rsIBlAOwYh4ZGyqdtWxR0iK0aRHkHDbCNqG3lWvB12yCP+bAyzlxjBIMGKlY0HXydex9NFVvKKH8pWkAQDusBW4G0i9/yjX19kdN3fN9XWVmZa3plBcQqE4QplpW2lMzGPHFrKIJeqlXsdlHYMQQ9eOs5BTla62VbIbGKHYPG+BmjXdzcr+V8g14j3wuCc8+92PFaA2XnwraKsMbIjs+Oh9dsAtLOK7BeFOOw1EGyAFm2xt9Wr0Ap2DnkeaE0uru7tWrVKg0NDWnmzJmaPn161LO2a8EqGSu/zLeN3JCHIFcOrNyBWFRTMNKQotcZ94rHbNcMtKSVaxsZsa65V6vM8datUaLs1RoZ5tSu06DzFqTScIy4DvfJZ+HzeT/3atekpde4FzZ92c8E5doaKhLCQfprc0gZ5W97tNiQ1ypNO7m8bpVy0NOwRsQuqmAyzSpi65HYXiV2YSBA1qsLVgBZ7tt6KlbZAzsGazTwiqwXZMNwawzs98XiSK3CZhx2vEFBtKE+n7OLgajMPiOeDd/Jtez3oJRshBGMfvi8jWAYQ9DLYw5QCEEvONGwBtkqJcZnIyarQJkPEp72OdmIjGfFxiMpWpHxXZauC7Yst88dhYO3yjX5buuU4bEHjXBwnVh5Ro6p0uJ7rEdsjbelddjhHFyLQYUe1AN2PqzXzeftOkfRgmCUYyk65hZjxVhtdBB0/hhPMBKzY5YUZSAHB0d2y49GrlNG+Vshi6UgpRElijIkZLaGISsrS3PmzInydKTo6iErAAgNi8Na+qDHab3ToMfOuIPhMsZmY56oFUQbWXCfQSVvqyasV8PnEXL7Wfs9zJu9Jzv+oLdklTv3b8eHsg0uviDVgLKwlJI1OkEFxKa94PzYubXfZa9n35NoYJiCcm2NM44PRoI6cqsEp06dqj322CMq2pNG5NquDa6PYrOGkWfAZxkj+ZhYkag0cqaFjdJi9ZgCVkkhi4zRKvmgE4WcWJrFRjWx5Jr/GWMwSmYMsRxLu665f8qyrePI+G0JKa/biqSggrZzjOG1sh6UZbsWbe7Srvt4kTLKXxrh62mvahs9WV6eh4bAWg/Dwj4IO6k2bJSiQznPG6nltwrN/i2WgWCB2++yAhy02AiD5TtB0OhYb8lyxIzHChjhoR2HFV7eb7264BzYBWeNqDVoVonbuef7rIcTK7S1zzG4CHx/pMUu741VYcLfbIQQpPCSASR8bd98a2RRdsyXPePWUjS8ZvM0VkHzjPndOlREssHrcR1q8qURRckas/LPs0GBx4rEkFV+t8aba1i6lQod5sfmKrhGMKcQXIN2N3uwRxTfjewgq9YoSiOFCVa+gyzB0NBQVDTCM7BGfVNyTeM5vo8x8OzQaXYsOASxHOJNIWWUf1Ch20UtKcobssIYywPgelI0t26tOBNvF4B9v6U4eL81FlZJBgWS6wQ9aCnaM7NRgn0PCHq9ljdmXFbRMzY7D1zf5jHs63aOrRDbsdj7tbQNnwl63Jbj3liyMThXsRaMHaf1fGKF+PydZ8oCSwaglPiZ+ZHklJ6tbrNybRWAFO0YWOPMXFpv3D4TnqFNTqL4uHZwkxd/D9KjtvEb32tpKBslcD/8b5+ZNCLXXJd75j4Yv1XCwDoowSok5i04n3YsliLEYMWKqLgXZCxYrcX1rVGWFOWk2bFbR9Tub7FG2eaD0tJG2k+PZvNiyih/wim8DivYtjLBKiJbPWI9jFjW0SZ7rDDbcM4qQ/tg8XKswCIEwfDYKl/LuVqhT0sbOQPYRi2WykIQrVdtFTVjsHQV9x5UkFah2gVlPTeuTamtvX+reJn34HXt9fHgggvWGoCg0bXjReGwAGwExXvt87bfz8/BKDBR8DzPtRywSh8jipKzco2HHlSa1gGxxh5v2zoWwQjKUqRBCjCoiK1ni8zaHcXB3JO9Bh64jVq4d2gPnp+VD8upSyM9+oOGzD7XWHJt6R+uB41oO+na+7TRTJBKBXaOgw4n8majU/s53mMVOJ8JVtsF5do+l9HKdcoofxs2WcWMErHcoBVAq4SChoPrAiuEQQPDgw/SC/Y7goqXh2k/E6ywsEJkNy9ZQbDnEHB96+nzWiylGQw9YyUHrcKxnrkVXivAFjYqwTsL8q68L1glZBWUzbMEvS77HUGP0Soo/m4TjUGPLhlpHxRhUK5tpQrPxb7G80JBWMUS9MQxJDZCwImwVKA1BMwpzw3ZJbloKQnrrNgxSSO9oDxvZMc8fXLs8wo6GzY6juUMcH9Wfhi/nQM7fhslWYWJvFnnx3L6lOHyOYAzYqMMa9zoq8Vn7AExNlqIJdfWibL3ZY2hZT5GK9cpo/wRsqAHQ/sD6/1IiloQ1sO2hkGKVgZWeK3CifV5BMsKrhTtWVtBCiphvpvr2cVshZ5rWwVhvV/GbQ1VrCgE2CiAnZdWsdrFEhy/XYhBOsXOv/28XTBBTtdGZkHljgdo59QudBa73RhmrxVMsNlna41/omEjS8ZJhIXS5nkzn/aecACCxQ22xxSfDTotvN8m2pkbKlwkRT13GyFLsVup2Ool6NigMue6ODrWw7ZOSTDCt2vTzqE1RLQHsevXOi7BSNneH2vScuhc3+YK8M6tPrJROeMPsgD2rAvrOLIWeb7ByiWr6/jO4DOLFZFsCimj/K1HhNINhkBB786Gy3D4QU8CrjXWwgD8zYaOfJ/luHmIwdDaPnxppK7dRhjWANnvZbzBcBYvDiVmown+t2PmPbyOp8cGFrsgrREh/I0VrlpDZhUD9yspanHYsdjFzT1ZQ8t32udqnwUHZwSVT6wIKMg/J5Pnb6NSlL5VsDZ6sfshkE+qamyxg++PnPFsPcz09PSolr/WiPBeKfJs7bnM/I58b8y5IAlr6Q/GZo00cs11rLNEFY1V3HwmVrTKHCDrtp20nSeb8+GeOcQoaNQsa2AdSktlURkV1EG8384pz4zny3XteuK69AOy0YOVazvf1tELzkk8SBnlbz1jq+isgPCAEXDLgQbpoqCywvIGuVRLRdjX+BlPI6jMeCgYHMLdjUUB1iO190SYb41RcAFKI4lBSwVZRWwNW5CasUbVej7WWAYTpNaY2WdjIys7BygaW59shdZGJPbZ2YjAGhG78cl+jqQ/XjNGjoXK/CRLwjf43KXo/SWM1/M8p9B5LlbR2CjHJvntuRexZNhGaXZ+rTG18od82NPYgmO2yi9Ih/C6PaqQ78dQSCPrlRyTpWusXFuaCuNjx2zlenBwpD0Mc2d78nB/9mdLP9rnYdc2TqRlCOyzsc/WltMGHUTul/m0lBBVStBPGGPrSELhxYuUUv50gJQiD6uzs1NpaWlRBzZIsTcm2Uw5nfm4pg1xrXEJetNcA++CznvSyKKwXKgNH21IaReYHZc0Un5nw2OrSIO0jt0QZUNI613YBc6itxynDZctjRArgrIK2XqnwRDbGjF7v5Zztt9nx2WVFMY4SBlZ4wFVYDlfO7fp6enufIJY0USikZaWFnU+BSeNcaJXsD2zVVCWq8/MzHSN7KA+pA2T/BuTOTq6dnV1uXJSFBXXZAy28sXWsTPvwWS+XSd2HNZBsAaZ69sqPtp7MwfWcCAfthwUWaN9OHSUjUpt8cCm5BpjYpW19eitQ8U82h3WtkiCz7AerMGyBoGmbkEqyso17dmD7EQ8SBnlzw3TJ8R6xlK0INuHy4TwGbw+65FYy8u1goqUZGwwWuABBiMLyvPsQiVEl6JzGPxuBdZSAVI0/857rJVHuPFqgjt6bXIQI2p5w+BGIxsB2ZCbsQSjLzu+YG8SO0c2AmFOuYbv+1HnCfMa32m5axCcM15jHPZvtrVDMHGdaHDIkKU/AIqd+0PBeZ7njsUcHBx0VJmdZ/scbaTF9eiKStEECpRnZmkSSc4DtZRbZmamMxbBqJo5t0l4KTrisLKFDFjZJX/BPdr1x/jwhqmTt0bHypCNShiTpbs2JtdDQ0NR+TG79nk/80SC2zosnOVhK5Tsd1onjNeDO91Zw8Fd3Tbqn5C9fayVlaL5T6yjFM1B2ioHqzTxAnl4G9sW7vu+OzrRnvBjN2zxXjx+Xg96mDxgy8tZT9QaFRSa7fkhjXj5eC94TNaI2LCZa1vah/F0d3dvkGC2CaRYioT3WW/bevVSdM29XTiWfgtykzYCsXNkw3YWHM8QIAd2EbJQrCclKcrAJQvtE1RIKHOUnVVQ9j0ckmLlGr4YCoAT3YLPaWhoyB1ozjXYJMWY+N+uH2nD7p/ItY0kbb7GbsS0Dop9LjhmtoV3UK5xdGzi10YlzE1HR0dU9Y1NhkMN2Y2Pdk1xnkXQmeO+7es8EyvXdj3ZeeRzzIV1Cm0u0q4zKCzb6A/n0TpzOAoYDstibFb2rBILESLEtoXnee2S3kv0OOJAmaSGRA9iMwjHGMFs3/fLN/emlPH8Q4SYoHjP9/1FiR7E5uB53rJkH2c4xtEhObY5hggRIkSIbYpQ+YcIESLEJESo/EOESCzuT/QA4kQqjDMc4ygQJnxDhAgRYhIi9PxDhAgRYhIiVP4hQoQIMQkRKv8QIUKEmIQIlX+IECFCTEKEyj9EiBAhJiFC5R8iRIgQkxCh8g8RIkSISYhQ+YcIESLEJESo/EOECBFiEiJU/iFChAgxCREq/xAhQoSYhAiVf4gQIUJMQoTKP0SIECEmIULlHyJEiBCTEEl/jGNZWZk/Z86cRA8jxATFK6+80hDPeadjjVCuQ4wnXnnllTZJL/m+/+mNvSfplf+cOXO0bNmyRA8jxASF53kfJeJ7Q7kOMZ7wPO/9TSl+KaR9QoQIEWJSIuk9/xCTC74vDQxE/7OHzQUPnot1EF3wteJiKSOU9BBJhqCsDw6OvB7P/xkZEdneUoRLIkRCMTQkPfywtGSJ9Pbb0vr1sRX61uDNN6U99hjba4YIMRr09Un33CP99a/S669L69ZJnZ1bd8199pGWLt3yz6ek8u/v79fatWvV09OT6KFMGGRnZ6tq772V2dS0zb6zs1M6/njpj3+UdtpJOuooqbJSys6OeDXp6SP/LDxv078HX5sxY+zHPh4I5To5kZ2draqqKmVmZm7R5++7T7rjDulf/5K2315auFA69lgpL0/KyorIekaGlJY2Irfx/D9t2lbclFJU+a9du1b5+fmaM2eOvFgrP0T8WLZM/t57q7GxUWu/8x3N3UZfOzQknXqq9Kc/SffeK335y7GV+GRCKNejwLJl0qJF4/41vu9H1sbatZo7d/Sr46c/lb7yFWnOHOl3v4so/WRBSiZ8e3p6VFpaGi6QMYL3yisqLS1Vz447brPv/PnPpSeflG6/XTr//FDxS6FcjxrboFrK87zI2tiCaOzee6XzzpM+9Snpgw+SS/FLKar8JYULZIzheV503DmO6OmRvvWtiON24YXj/nUphVCuRwlrAMbJGGzJM3nxRemCC6Ty8kg+K0hdJgNSVvmHGGPYhTPOCujuu6U1a6TvfS9ib0KE2Cok2X4J35e++c1I/mrFCmnmzESPKDbCpTdOyMvLcz9fdtllmjdvni677LIEjigGErBompulG2+MJHcPOWSbf32IEOOK/n7ppJOkv/9d+u53pZycRI9o4wiV/zbAj3/8Y7366qu69dZbEz2UhOOmm6SWFunmmxM9khBbioQ7NptzWhIYCSxZIv361xHH5swzEzaMuJCS1T4WX/+6tHz52F5z4cJIadamsGTJEt12223yPE8LFizQ9ddfr1NPPVUDAwP69KdHdlUfe+yx6uzs1H777acrr7xSJ5100tgOdkuxuQUC9TOGRferV0t33SWdfrq0YMGYXXZCIlFyPVr8+Mc/Vn19vaZMmTK2F46F0VT4IN/boCIIvPZahOffZx/pueeSv4gh9Py3AG+//bZuuOEGPf/883r99dd155136qKLLtL555+vf/zjH5o+fbp775NPPqmpU6dq+fLlyaP4E4Rrr438/93vJnYcITaNJUuWaMGCBdpzzz11+umna+XKlTrggAO0zz776Fvf+pZ7n3VsfvnLX8a8Vm1trY477jjtueee2nPPPfW3v/1NnZ2dOuaYY7Tnnntqjz322OhnUwnt7dKRR0q9vZHoNtkVvzQBPP+x9mTiwfPPP68TTjhBZWVlkqSSkhL99a9/1WOPPSZJOv3003X55Zdv+4HFiwSExW++GQmJL7lEmjVrm399yiERci2NODZ//etfVVZWpqamJp111lk6//zzdcYZZ+iee+5x733yySeVl5en5ZsIUb72ta/p4IMP1uOPP67BwUF1dHTomWeeUWVlpZ566ilJUmtr66YHtY1q+rcG3/++VF8vvfSStP/+iR5NfAg9/y2A7/sxy7/CMr3Y8H3pooukoiLpyisTPZoQm8LGHJtTTjlFUsSxGe31zj//fElSenq6CgsLNX/+fD377LO6/PLL9eKLL6qwsHBsb2Ib43e/k667TjrxxNRR/FKo/LcIhx56qH71q1+psbFRktTU1KSDDjpIjz76qCTp4YcfTuTwNo3Rev1jYNAefVR64YVIlU9JyVZfLsQ4Yls4NjvvvLNeeeUVzZ8/X1deeaWuv/76jb8Zed3SaHXZsnGNdF99VfrCFyItSW64Ydy+ZlwQKv8twLx583T11Vfr4IMP1p577qmLL75Yd955p+655x7ts88+mw9jJxGam6WLL45E7eeem+jRhNgcxtqxOfTQQ3XfffdJkgYHB9XW1qaamhrl5OTotNNO06WXXqpXX311bG9iG6G/Xzr77MhGrrVrI/2pUglxcf6e5xVJ+k9Je0jyJf27pPck/VLSHEmrJH3R9/3m4fdfKelsSYOSvub7/h+HX99b0oOSpkr6g6SLfH+sezhuG5x55pk6M1DL9dJLL7mfr7jiCvdzR0fHNhtXMsH3Iwq/oUH67/82uxw9b+xbd4YYE1jHJj09XXvttZfuvPNOnXrqqbrzzjt1/PHHj+p6d955p8477zw98MADSk9P13333ae2tjZddtllSktLU2ZmpjMOqYS1a6X99pNqaqTHHpNKSxM9otEj3oTvnZKe8X3/BM/zsiTlSLpK0nO+79/sed4Vkq6QdLnnebtLOlnSPEmVkp71PG9n3/cHJd0n6TxJf1dE+X9a0tNjekchNo4tDX+3UFn/5CeRhXHLLdLee2/ZV4fY9hhLx6aiokK/+93vNnj9yCOP3PxAkmznLujrk774xYhTc889EdonFbFZ2sfzvAJJn5D0gCT5vt/n+36LpM9Jemj4bQ9J+vzwz5+T9Kjv+72+76+U9IGkfT3PmyGpwPf9l4a9/SXmMyHGG9t4IT3zTKTm+YgjpEsvNX8Ik+Ih4sF4yOsYXPPNN6VddolU9SxZEunYGYUUku94OP/tJdVL+pnnea95nvefnuflSqrwfX+dJA3/T3fpmZLWmM+vHX5t5vDPwdc3gOd553met8zzvGX19fWjuqEQicff/x7p0z9/fmS3Y9i/J4KJLNc33HCDFi5cGPXvhlTLgG4Gt98uHXSQ1NQU8fg3um0nRQxAPLRPhqSPSbrQ9/2XPc+7UxGKZ2OIdef+Jl7f8EXfv1/S/ZK0aNGikBxOBsS54/edd6RjjokcoPL001JBwTYYW4pgIsv11VdfrauvvjrRwxg3tLRE9qjstlvEoZk3L9Ej2nrE45OtlbTW9/2Xh3//jSLGoHaYytHw/3Xm/duZz1dJqhl+vSrG6yEmCFavjuxyzMqS/ud/pIqKRI8oREoiibj+vr6IQ9PaKi1eHDlqdKOKP0U8frBZ5e/7/npJazzP22X4pUMlvSPpSUlkhc6URFbnSUkne543xfO8uZJ2krR0mBpq9zxvfy9SNHyG+UyI8cQ2WEyNjRHF394eOZZx++3H/StDTEQkkeLv7o4cvdjTIxUWSvffn3L6fZOIl429UNLDnue9IWmhpBsl3SzpcM/z3pd0+PDv8n3/bUm/UsRAPCPpguFKH0k6X5GS0Q8krdBYVfp43tj+iwOrVq3SHjFOBb/22mv17LPPbvRzTzzxhN55550tvtVkRE+P9PnPSx9+GDmdK66mbRNpFYVILcRhYBobI15+b2+kfr+oKHLO7qiQ5DIe1+34vr9cUqzmGodu5P03SNog2+P7/jJF9gpMWGxyt6Iiyv8zn/mMdt99963+roGBAWWMPCcTPgAAGvNJREFUWiLHFr4f2ejyl79Iv/yl9IlPJHQ4EwtjrTySfW9FEnj9vh9J6K5aFenFP3euNHVqokc1PgjrMLYCg4ODOvfcczVv3jwdccQR6u7u1llnnaXf/OY3kiL10LvvvrsWLFigSy+9VH/729/05JNP6rLLLtPChQu1YsUKLV++XPvvv78WLFig4447Ts3NzZKkf/zjH1qwYIEOOOAAXXbZZS7KePDBB3XiiSfqs5/9rI444gh1dHTo0EMP1cc+9jHNnz/f1VSvWrVKu+66q8455xztcdJJ+tI11+jZl1/WQWefrZ2+8AUtffvtLbvpgEK67z7pkUek//iPSO1ziNTGpIloN2JoqqullSsjeaudd564il8Klf9W4f3339cFF1ygt99+W0VFRa6rpxTZFv/444/r7bff1htvvKFrrrlGBx54oI499ljdeuutWr58uXbYYQedccYZuuWWW/TGG29o/vz5uu666yRJixcv1o9+9CO99NJLSg8cAPrSSy/poYce0vPPP6/s7Gw9/vjjevXVV/XCCy/okksuEZumP/jgA1102GF64xe/0D8/+kiP/PGP+st//qduu+gi3fizn231/S9dGuk7f8wxcTZsS/IwOMTGcf311+uwww7b6N/HUvkPDAyMyXVGg6Eh6f33pfXrpeJiaffdt4DmSTGEyn8rMHfuXC1cuFCStPfee2vVqlXubwUFBcrOztY555yj3/72t8qJcZ5ba2urWlpadPDBB0uK7Kz8v//7P7W0tKi9vV0HHnigJOnUU0+N+tzhhx+ukuEOab7v66qrrtKCBQt02GGHqbq6WrW1tW5883fcUWlpaZq3/fY6dJ995Hme5u+wg1bVbF2hVUdHpM65sjKy2SWs5Z84SEhE++1v68QrrtBnv/ENHXHhhero6tKh55+vj512muaffLJ+9+c/SxqOaE84Qef8x39ER7QHHRSJaJcu3eh9dXR1afHixZp/8slacMopeuyxxzQ4OKizzjpLu+22h446ar6eeOIHmjs3OQ9cH2tMcNs2vrCnF6Wnp6u7u9v9npGRoaVLl+q5557To48+qrvvvlvPP/98XNfdXLuj3Nxc9/PDDz+s+vp6vfLKK8rMzNScOXPU09OzwfjSPE9TsrIiP6elaWBwUFuDyy+XPvpIevHFrejUGfb4SUq8//77+sUvfqGf/OQn+uIXvxgzov3nP/8pz/PU0tKioqIiHXvssfrMZz6jE044QZK0YMEC/fCHP9TBBx+sa6+9Vtddd53uuOMOLV68WPfff78OPPDAqDYRkvTSm2/qjUceUUlhoQYGBvT4rbeqIC9PDS0t2n/xYh07nFD6YO1a/frmm3X/VVdpnzPPjES0f/mLnrz9dt1444164pprYt7Xdx94QIXFxXpzuEld8w476LXXluvDD6v18MNvqaxMKipqmTSOzCS5zW2Pjo4Otba26uijj9Ydd9zhDrzIz89Xe3u7JKmwsFDFxcV68cUXJUk///nPdfDBB6u4uFj5+fn6+9//Lkmuo2IstLa2atq0acrMzNQLL7ygjz76aJzvTPrf/5XuvTfSo/+gg8b960JsYyQsot13X5UM9/b3JV11771acMopOuwrX1F1fb1qhzuNzq2s3HhEa8YaxLNLl+qCCy5wvxcXF6ugYHt9+OGH+sEPLtTbbz+jgkm0K3FiKH/fH9t/Y4D29nZ95jOf0YIFC3TwwQfrBz/4gSTp5JNP1q233qq99tpLK1as0EMPPaTLLrtMCxYs0PLly3Xt8FmHDzzwgM477zwdcMAB8n1/owdefOlLX9KyZcu0aNEiPfzww9p1113HZPwbQ7eydfYhK7TDDqnXvzxEfAhGtJaDJ6I9/vjj9cQTT0SdV705bDaiNdnVh59+WvXNzXrl5z/X8kceUUVJiXr6+iLjy8x079sgot1EviB4VkHfstfV0VGs3//+dR133Cf1ox/do3POOSfu+0l1hLTPFmLOnDl666233O+XRnUviyAW/3jQQQdtkBjDw7eYN2+e3njjDUnSzTffrEXDx9idddZZOuuss9z7ysrKojouWrz14IPu5we/852RsVdW6q0tPDf1e/qmPtQOev4nkVK4EOOIJKTEOjo61NXVpaOPPlr777+/dtxxR0kbj2g//vGPx4xo999//5GINkblTWtHh6aVlCgzI0MvLFumj9at2+qxH7Hffrr77rt1x2mnqVM5WtpWoSG/QQsWZGmvvY7XjjvuELW2JjpC5Z+keOqpp3TTTTdpYGBAs2fP1oNGkceFcaiZXqXZullX6Iv6pQ751MlJqZxCjC/a29v1uc99Tj09PfJ9PyqiPffcc3XXXXfpN7/5jR566CF9+ctfVldXl7bffnv9bLi67IEHHtC5556r3NxcffKTn9x4RHvUUfrsxRdr0RlnaOHOO2vXOXO2euzXnH22LnjgAe1x0knqT8/ROed8WwcetJOO/PhJGsrOliTddNNNW/09qQIv2c9SWbRokb8soMjeffdd7bbbbgkaUYpgC5T/uw0N2u2oozb69xP0a/1BR+s97aLttHb0yj9WqWeC5c/zvFd839/mp4NPVrnu6OhQXl6epEhEu275ct0ZI2reKBYtii3bvB7H39ctW6tqVWmuPlTpou3jOiA+rmdj5dv3E1rQEI9cpyznn+xGK9XgS5Fi543g//RxPaYTdJVujCj+0SKs8Q+hSES7cOFC7bHHHnrxxRd1zdlnb9PvX7dOqlaV8tShEjWNzUVTVLZTkvbJzs5WY2OjSktLx/Rg6ckKX1LjwICyP/hgo3+/SjeqUtW6RN/fpmMLMbFw0kkn6STbCH8c6MmfPfmk7gxUyB10+OG6bfFXVFMj5ahTO+lfMXvMTyakpPKvqqrS2rVrNdEOxBgzjLbcc2hI2R98oCqTFLZ4Wkfpr/o33acva6p6tn58ITaKYEXKhMY49fJZfOyxWnzssVGv9c5fpDfflORLc7VS6dp4lBvERGUZUlL5Z2Zmau7cuYkeRvJiDJrGgSF5ulo3aHut0L/rp9F/DDdpjSnCiHb8QLHQzjtLU/8VvwPj+74aGxuVPZwQnkhISeUfYtvh1zpRy7WXfq7TlKX+RA9nQmPSRbQNDaP/zLvvxv4cr8f4e78yVdPwrvLVpurcAlXbv9vPffSRNHv2BpfOzs5WVVXVBq+nOlKy2ifEZjBGXuOg0jRPbytDA3pde8YOleOVn42NKaz2mbzYEjmlimZjrwf+/obma0+9oZwcaWXXNE3z6zZelbOlkWyM702Fap/Q859oGEO64DEdr/e0q36lE0fFkYYIsVlsI1rrOn1bkvToo9K0YydJRBUnUrbUM8T4wpd0o67SLvqnvqDfbvyN8SzikL8OkQC8qT30Wx2va3WdPvvZRI8m+RC38vc8L93zvNc8z/vv4d9LPM/7k+d57w//X2zee6XneR94nvee53lHmtf39jzvzeG/3eWFWa2xxRhO5x90tF7XQl2pm0KvP8TYYRst+Xe1qz6uF5WvNl2kO7fJd6YaRuP5XyTpXfP7FZKe831/J0nPDf8uz/N2l3SypHmSPi3pXs/z6I59n6TzFDnUfafhv4dIMviSbtDVmq1VOlWPbP4DoQ0PkWT4lr6rVhXpNl2qEjUnejhJibiUv+d5VZKOUeTwdfA5SQ8N//yQpM+b1x/1fb/X9/2VihzWvq/neTMkFfi+/5IfyTIvMZ8JkUT4sw7WSzpQ39T3lKltf6pSiAmKbeQkvKed9Vt9QVfpBp2nn2yT70xFxOv53yHpm1JU/F/h+/46SRr+f9rw6zMlrTHvWzv82szhn4OvbwDP887zPG+Z53nLJk3ZWxLhBl2tCq3fsK5/PDCJooZQrscfXV3SV3SvpqhXX9NdW3aReGVyrN+3jbFZ5e953mck1fm+/0qc14x1p/4mXt/wRd+/3/f9Rb7vLyovL4/zayc5xkjAXtHH9KwO1yX6vrLVOybXDBFBKNfjj298Q3peh+rf9VNVqC7Rw0lqxFPqeZCkYz3PO1pStqQCz/P+S1Kt53kzfN9fN0zpMNNrJW1nPl8lqWb49aoYr4dIIvxA31C+2nSe7h+bCyap1xNi4mG9KvTgg9Jh+pNu0yg6hU5SbNbz933/St/3q3zfn6NIIvd53/dPk/SkpDOH33ampN8N//ykpJM9z5vied5cRRK7S4epoXbP8/YfrvI5w3wmRBKgWpX6pU7S2XpAhWob3YdDJR8igaivl3bWv9TXJ92rr4xND6oJLtNbU+d/s6TDPc97X9Lhw7/L9/23Jf1K0juSnpF0ge/7nBZ+viJJ4w8krZD09FZ8f4gxxt36qoaUtuVcaYgQG8M4K9L77pPaVaDvfEfaSbG704aIRtjeIZUxhguqUznaTmv0KT2v3+jELbtILFmKZ4wJlMGwvcM4Y1OtGLYEMT7bqyzNrujV3rVP6Sn/mFG1f4jZ3iHedg+x3r+p625DTOjDXEKMLR7SmWpWiS7W7YkeSoiJgG1EmfiSbtfFqq1VuJlrlAiVfwgNydMd+rr21cs6QLEPg48LwQU/wTnTEInHb3SCrtJN2m036XD9KdHDSSmEyj9VMYaK9Skdo/e1sy7W7WNzulGo9ENsA/iSvqdvKk/t+v3vY9eSjykmmFyHyj+EbtfFmqWPdLwe2/qLsUAm2EIJkXz4i/5Ny7SPbtVl2mGHcfyisYhok3A9hMp/kuM1LdT/6hBdqB8qQ4Ob/0CIEEmAVZqtU/QLlahRZ2hJooeTkgj7+U9y/EDfUJ7adU5U26YQIZIbl+o2VatK39NlylF3ooeTkgg9/0mMGs3QL3SK/l0/VZFaEz2cECHiwkrN0eM6TpfrZl2m2xI9nJRFqPwnMe7RBRpUelgiFyKl8ENdqDQN6au6O9FDSWmEyj8VMQbJo07l6Ef6sj6vJ7S9Vo7BoEKE0LgnNn/4Q+kHulgn6teqUvW4ftdER6j8Jyke0NlqUqku0fcTPZQQIeJCm/J1zTVSmerd2bwhthxhwncSol8Z+r4u0b/pRR2kvyV6OCEmCsbR6+/RFB2vx9TWJv1DR4X9e8YAoec/CfFLnaTVmq3LdUuihxIiRFy4W1/Vszpcn/60tEjxHi0SYlMIlf8kgy/pFl2ueXpLR+sPiR5OiBCbRa+ydLsu1iF6Xn8IRXbMENI+qYatDK3/oKP1lubrIZ2htNgHqW17JKDrYYjUwX/qHK1TpZboDHnepxI9nC1Hksl56PlPIviSbtYV2k6rdYp+kejhhAixWTyoM/VV3aNF+ocO1XOJHs6EQuj5TyK8oEP0F31cP9RXlamBRA8nxETCOCR7+5Wh7+g7KlO9fq7Tx79x2yRDqPwnEa7XtapUddjKIURK4GF9SR9pjv5bx2hXvZfo4Uw4bJb28TxvO8/zXvA8713P8972PO+i4ddLPM/7k+d57w//X2w+c6XneR94nvee53lHmtf39jzvzeG/3TV8lm+IeLEV0/VnfUJ/1id1uW5RtnrHcFAhJj3GYRk/oyO1WA9qoV4LCxPGCfFw/gOSLvF9fzdJ+0u6wPO83SVdIek53/d3kvTc8O8a/tvJkuZJ+rSkez3PSx++1n2SzlPkUPedhv8eYhvgOn1b07VO5+oniR5KiImEcVD8vcrS/9OPJUm36dKQ7hknbFb5+76/zvf9V4d/bpf0rqSZkj4n6aHhtz0k6fPDP39O0qO+7/f6vr9SkcPa9/U8b4akAt/3X/IjBwcvMZ8JMY54Uf+mF/QpXa5bNFU9iR5OiBCbxE/171qt2fqjjtChej7Rw5mwGFW1j+d5cyTtJellSRW+76+TIgZC0rTht82UtMZ8bO3wazOHfw6+Hut7zvM8b5nnecvq6+tHM8QQMXCdvq0KrXfeVIjEIJTrzeNl7auv6S4dpL+ExzKOM+JW/p7n5Ul6TNLXfd9v29RbY7zmb+L1DV/0/ft931/k+/6i8vLyeIc4sbGF4fWzOlTP6bDQ608ChHK9abSqQEfrDxpQpm7UVSHdM86IS/l7npepiOJ/2Pf93w6/XDtM5Wj4/7rh19dK2s58vEpSzfDrVTFeDzFOGFSaLtVtmqOVOl/3JXo4IUJsFO3K0wn6jZpUqle1lz6hFxM9pAmPeKp9PEkPSHrX9/3bzZ+elHTm8M9nSvqdef1kz/OmeJ43V5HE7tJhaqjd87z9h695hvlMiHHAf+k0va6FuklXhhU+IZIaX9cdelaH6wLdrb20PNHDmRSIp87/IEmnS3rT8zyeylWSbpb0K8/zzpa0WtKJkuT7/tue5/1K0juKVApd4Ps+h8OeL+lBSVMlPT38L8TmsAWUT5em6mrdoH20VCfpl+MwqBCTGmPYquA1LdTPtFgX6Q7doW+MyTVDbB6bVf6+7/9Fsfl6STp0I5+5QdINMV5fJmmP0QwwxJbhdl2salXpEZ0acqchkhava4GO0tMqUZO+o+8kejiTCuEO32THFnj9H2qubtRVOk6/DbnTEEmLbmXrC/qtajVdv9YJ4TnS2xih8p9g8CWdr/uUrkHdpa8lejghQmwU39W39KF20PM6RIfofxM9nEmHUPlPMDyiU/U/OlI/1FdT64zTJGt3G2L84PvSWXpQS3SmTteSyaX4k0jOw5bOyYxRUj7rNF1f1x3aT38PSztDjA/GoJ3DkiXSEp2pk/So7tZXx2BQIbYEoeefrBjlIhuSp7P0oDqVq59psdI1NE4DCzFpMQaK/x59RRculj6hP+thfSmU0wQi9PwnCO7S1/Q/OlK362Ltpn8mejghJhq2UvH7ku7Tl/VV3aO5c6UHdVao+BOMUPlPALysfXW5btFn9WTYvydE0sGX9P/0Y31F92kfLdW770pztSrRw5r0CJV/MmIUXlaNZug4Pa6ZqtbPtDis6Q+RVBiSp5t0pX6i83SGHtL/6AhlZSV6VCGkkPNPafRoio7T42pTgf6oI1WqpkQPKUQIh95e6Wj9Sc/rUB2tp/QzLVZa7F6OkwtJUvETev7Jhji9/kGl6TT9l5ZqPy3RGZqvt8Z5YCEmJbaQ66/VNJ14ovS8DtW3dL1+rRNDxZ9kCD3/FIQv6WLdrsd0gm7XN/QFPZ7oIYUI4fD++9KBeksNv5e+q2t0zYadXkIkAULPP1ngeXF7WbfrYt2li/R1/UDf0B3jPLAQkxJb6PE/oc/pkEMiPz/zjHR1qPiTFqHyTzF8XxfrUn1fJ+jX+r4uSfRwQoSQFCk8uFB36Tg9odZW6SkdoyOP3HhHyBCJR6j8kwFxeFkDStc3dYsu1fd1on6lh/WlicehjsNh4CFGiVE+A1/SC/qk9tTrulsX6hQ9oro6aV/9Y3zGF2LMECr/RCOOxbZSc3SYntWt+qbO1716RKcqS/3bYHAhJg22wPC+9pq0l17Tp/SCStSkv+kAPawvaerUcRhfiDFHqPwThTg4/lYV6AZdpf/f3tmGZlWGcfx35RuUiq7UZBtNaRqbUk1Tg4gEpSWlFkUmqB+qkThqEMVKv2RStqAoKklKsFdDKx1+CRWhL+nM0WpuzG1tsKdEraTtgfJtVx/OefJp7lXbfd6uHxzOfe5zdp7rf5/r+Z9z7nOee7Oo5yhz2M5q3mMdI7nY798ZxqAZoumfZTS7d0MJRykpgZNM4VUqOcx87uSQdfNECHvbJwgG+MI1cgsfsZotrOVPJrCcr3mbp8kn5ShAI/YM4V3z1lbYTxn7WcRe7ufvB2EG17FhA1RsmmW/L4kozs1fREqBt4ARwAequtl1DIHQh+Er3tVTLSUcZCH7WEwdt3ENF1nObl7kFeZQ6zbWIAnJD2BiR6Zd+2nfdBraKaZ9LzTwHM1PwgFaabsZ4H3y6GAVH7PwszIeWVnMyJcvwCYz/ism4Fx3av4iMgJ4F1gMpIAjIlKtqg0u4+iJ6qVj0LM80Pq+yt3dkJ6YRyfj/WkxnYznFJPpIJ8UeXSQTwNFnGYyAKM4xwIO8SYVrGAHN3LSgfoQYieAPsnkWSbHursvlTPzC+MnkmYs6YYOuorm0bW/hjRL6foEuniK9OvQxUt0VkCKnbTPhXZO8/s4gHp4AKCKCbvgHup49p3pLCqfyQyOe906j5XBSut6jDqur/znAS2q+jOAiOwAluH9s/dB09YGs2dfmSn3NPbhpfdumpGcJ5dfyCPFUqqZzU/cSh3zqOFa/nIRWPjJ3Ckl7CSwcSNUVV1u7Jny4JrjjDcrAqiBRQB7YBXAFngehA2M3Qa5FFMwCe5gJwWb11JQ+SgFh76gcEEOOWf+AHkI1imUHx8ewcZ/ewUc5ruoyw8TeRgoVdUn/OVVwHxVLe+xXRlQ5i/OBJr62OUNwG/DFG6QmC533KSqk1x8kOW16XJIIfCdqpb2tYHrK//eOr4vO/uo6lZg64A7E/leVef+H4GFCdMVTyyvTVeYcP2qZwrIz1rOA351HINhGEbicW3+R4BCEZkmIqOBFUC14xgMwzASj9NuH1W9ICLlwDd4r3puU9VjV7HLAW+hI4rpSjZxbSfTFSKcPvA1DMMwwoEN72AYhpFAzPwNwzASSCTNX0RKRaRJRFpEpDLoeIaCiGwTkVMiUp9VlyMi+0Sk2Z9PzFr3gq+zSUTuDSbqgRGRfBE5KCKNInJMRJ7x6yOvzSWW2+EjtrmtqpGa8B4UtwLTgdFAHVAUdFxDiP9uoASoz6qrAir9ciXwml8u8vWNAab5ukcEraEPXVOBEr88Djjuxx95bQ7b0HI7BDp60RXL3I7ilf+/Q0So6jkgM0REJFDVb+GyYRCXAdv98nZgeVb9DlU9q6ptQAue/tChqidUtdYvdwGNQC4x0OYQy+0QEtfcjqL55wIdWcspvy7KTFHVE+AlGvgjvUVUq4gUALcDh4mZtmEmjm0Sq+Mfp9yOovkPaoiImBA5rSIyFvgSqFDVzv427aUu1NockKQ2iZzWuOV2FM0/jkNEnBSRqQD+/JRfHymtIjIK78vxqap+5VfHQpsj4tgmsTj+ccztKJp/HIeIqAbW+OU1wJ6s+hUiMkZEpuGN1FcTQHwDIiICfAg0quobWasir80hltshJLa5HfQT5yt8+r4E74l7K7A+6HiGGPvnwAngPN4VwuPA9cABoNmf52Rtv97X2QTcF3T8/ei6C+/W9kfgB39aEgdtjtvRcjtkU1xz24Z3MAzDSCBR7PYxDMMwrhIzf8MwjARi5m8YhpFAzPwNwzASiJm/YRhGAjHzNwzDSCBm/oZhGAnkHxx70Y96tdUHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting the Original and Histogram Equalized Image, Histogram and CDF\n",
    "fig, axs = plt.subplots(2, 2)\n",
    "\n",
    "axs[0, 0].imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n",
    "axs[0, 0].axis('off')\n",
    "axs[0, 0].set_title('Original Image')\n",
    "\n",
    "axs[0, 1].imshow(cv2.cvtColor(image_cs, cv2.COLOR_BGR2RGB))\n",
    "axs[0, 0].axis('off')\n",
    "axs[0, 1].set_title('Contrast Stretched Image')\n",
    "\n",
    "\n",
    "axs[1, 0].plot(cdf_normalized, color = 'b')\n",
    "axs[1, 0].hist(image.flatten(),256,[0,256], color = 'r')\n",
    "axs[1, 0].legend(('cdf','histogram'), loc = 'upper left')\n",
    "\n",
    "\n",
    "\n",
    "axs[1, 1].plot(cdf_cs_normalized, color = 'b')\n",
    "axs[1, 1].hist(image_cs.flatten(),256,[0,256], color = 'r')\n",
    "axs[1, 1].legend(('cdf_cs','histogram_cs'), loc = 'upper left')\n",
    "\n",
    "\n",
    "# Hide x labels and tick labels for top plots and y ticks for right plots.\n",
    "for ax in axs.flat:\n",
    "    ax.label_outer()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contrast Stretching of Color Images:\n",
    "Contrast Stretching of color images is a little complicated. OpenCV loads color images in BGR color space. With this color space, it is not possible to equalize the histogram without affecting to the color information because all 3 channels contain color information. Therefore you have to convert the BGR image to a color space like YCrCb. <br>\n",
    "In YCrCb color space, the **Y channel** of the image only contains intensity information where as Cr and Cb channels contain all the color information of the image. Therefore only the Y channel should be processed to get an image after applying CLAHE without changing any color information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Reading the original image, here 1 implies that image is read as color\n",
    "image_c = cv2.imread('lc.jpeg', 1)\n",
    "\n",
    "#Generating the histogram of the original image\n",
    "hist_c,bins_c = np.histogram(image_c.flatten(),256,[0,256])\n",
    "\n",
    "#Generating the cumulative distribution function of the original image\n",
    "cdf_c = hist_c.cumsum()\n",
    "cdf_c_normalized = cdf_c * hist_c.max()/ cdf_c.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Converting the image to YCrCb\n",
    "image_yuv = cv2.cvtColor(image_c, cv2.COLOR_BGR2YUV)\n",
    "\n",
    "\n",
    "# Loop over the Y channel and apply Min-Max Contrasting\n",
    "min = np.min(image_yuv[:,:,0])\n",
    "max = np.max(image_yuv[:,:,0])\n",
    "\n",
    "for i in range(image.shape[0]):\n",
    "    for j in range(image.shape[1]):\n",
    "        image_yuv[:,:,0][i,j] = 255*(image_yuv[:,:,0][i,j]-min)/(max-min)\n",
    "\n",
    "\n",
    "# convert the YUV image back to RGB format\n",
    "image_c_cs = cv2.cvtColor(image_yuv, cv2.COLOR_YUV2BGR)\n",
    "\n",
    "#Generating the histogram of the image after applying Constrast Stretching\n",
    "hist_c_cs, bins_c_cs = np.histogram(image_c_cs.flatten(),256,[0,256])\n",
    "\n",
    "#Generating the cumulative distribution function of the original image\n",
    "cdf_c_cs = hist_c_cs.cumsum()\n",
    "cdf_c_cs_normalized = cdf_c_cs * hist_c_cs.max()/ cdf_c_cs.max()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting the Original and Histogram Equalized Image, Histogram and CDF\n",
    "fig, axs = plt.subplots(2, 2)\n",
    "\n",
    "axs[0, 0].imshow(cv2.cvtColor(image_c, cv2.COLOR_BGR2RGB))\n",
    "axs[0, 0].axis('off')\n",
    "axs[0, 0].set_title('Original Image')\n",
    "\n",
    "axs[0, 1].imshow(cv2.cvtColor(image_c_cs, cv2.COLOR_BGR2RGB))\n",
    "axs[0, 0].axis('off')\n",
    "axs[0, 1].set_title('Image after Contrast Stretching')\n",
    "\n",
    "\n",
    "axs[1, 0].plot(cdf_c_normalized, color = 'b')\n",
    "axs[1, 0].hist(image_c.flatten(),256,[0,256], color = 'r')\n",
    "axs[1, 0].legend(('cdf','histogram'), loc = 'upper left')\n",
    "\n",
    "\n",
    "\n",
    "axs[1, 1].plot(cdf_c_cs_normalized, color = 'b')\n",
    "axs[1, 1].hist(image_c_cs.flatten(),256,[0,256], color = 'r')\n",
    "axs[1, 1].legend(('cdf_cs','histogram_cs'), loc = 'upper left')\n",
    "\n",
    "\n",
    "# Hide x labels and tick labels for top plots and y ticks for right plots.\n",
    "for ax in axs.flat:\n",
    "    ax.label_outer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
